{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c5b75c57",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\python\\Anaconda\\lib\\site-packages\\scipy\\__init__.py:155: UserWarning: A NumPy version >=1.18.5 and <1.25.0 is required for this version of SciPy (detected version 1.26.4\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    }
   ],
   "source": [
    "#导包\n",
    "import  numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.family']=['SimHei']#显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False#用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f6a674c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.read_csv(r'F:\\大二下\\数据分析与可视化\\中间数据\\\\cpc_2.csv',encoding='ANSI')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4f945d5",
   "metadata": {},
   "source": [
    "### 3.1 销售趋势分析--了解门店销售随时间的变化趋势。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "080a2dae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1['日期'] = pd.to_datetime(df1['日期'])\n",
    "# 提取年份和月份\n",
    "df1['年月'] = df1['日期'].dt.to_period('M')\n",
    "# 将Period对象转换为字符串格式\n",
    "df1['年月'] = df1['年月'].astype(str)\n",
    "# 现在按照年份加月份进行分组，并计算每个月的门店实收总和\n",
    "monthly_sales = df1.groupby('年月')['门店实收'].sum()\n",
    "# 绘制折线图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(monthly_sales.index, monthly_sales, marker='*', linestyle='-.',color='PaleVioletRed')  # 添加linestyle参数以显示连接线\n",
    "plt.title('门店实收金额随时间变化趋势')\n",
    "plt.xlabel('日期（年-月）')\n",
    "plt.ylabel('门店实收金额')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99e31f76",
   "metadata": {},
   "source": [
    "### 3.2.1CPC成本效益分析--评估每次点击成本(CPC)的投资回报率(ROI)\n",
    "### 3.2.2平台销售比较--比较不同平台的销售情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "78ea7f1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算不同平台的门店实收金额并绘制条形图\n",
    "platform_sales = df1.groupby('平台i')['门店实收'].sum().sort_values()\n",
    "platform_sales.plot(kind='bar', color='skyblue')  # 设置条形颜色为skyblue\n",
    "plt.title('不同平台的门店实收金额')\n",
    "plt.xlabel('平台')\n",
    "plt.ylabel('门店实收金额')\n",
    "plt.show()\n",
    "\n",
    "# 计算不同平台的平均实收ROI并绘制条形图\n",
    "cpc_effectiveness = df1.groupby('平台i')['实收roi'].mean().sort_values()\n",
    "cpc_effectiveness.plot(kind='bar', color='lightgreen')  # 设置条形颜色为lightgreen\n",
    "plt.title('CPC成本效益分析')\n",
    "plt.xlabel('平台')\n",
    "plt.ylabel('平均实收ROI')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9199ee82",
   "metadata": {},
   "source": [
    "### 3.3下单转换率分析--评估顾客从访问到下单的转化效率。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b245a580",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "conversion_rate = df1['下单转换率'].mean()\n",
    "plt.figure(figsize=(6, 6))\n",
    "plt.pie(x=[1-conversion_rate, conversion_rate], labels=['未下单', '已下单'], autopct='%1.1f%%', colors=['#FF9999', '#99FF99'])\n",
    "plt.title('下单转换率')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a8b1c0a",
   "metadata": {},
   "source": [
    "### 3.4门店营业额分布--了解不同门店的营业额分布情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f2edb1db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_palette(\"pastel\")\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(x='平台i', y='门店营业额', data=df1)\n",
    "plt.title('不同平台门店营业额分布')\n",
    "plt.xlabel('平台')\n",
    "plt.ylabel('门店营业额')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31c51bd1",
   "metadata": {},
   "source": [
    "### 3.5实收ROI趋势--观察实收ROI随时间的变化趋势。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e9603441",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "df1.groupby('日期')['实收roi'].mean().plot(color='Orchid')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('平均实收ROI')\n",
    "plt.title('实收ROI趋势')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ee15eab",
   "metadata": {},
   "source": [
    "### 3.6店下单量与访问量关系--分析门店下单量与访问量之间的关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "19cdabd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(df1['门店访问量'], df1['门店下单量'], alpha=0.5)\n",
    "plt.xlabel('门店访问量')\n",
    "plt.ylabel('门店下单量')\n",
    "plt.title('门店访问量与下单量关系')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ca794e9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"b4fb47a4828348d0a29191c85d428257\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_b4fb47a4828348d0a29191c85d428257 = echarts.init(\n",
       "                    document.getElementById('b4fb47a4828348d0a29191c85d428257'), 'white', {renderer: 'canvas'});\n",
       "                var option_b4fb47a4828348d0a29191c85d428257 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"lightcoral\",\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u95e8\\u5e97\\u5b9e\\u6536\\u91d1\\u989d\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                156553.65,\n",
       "                110864.88,\n",
       "                84749.01,\n",
       "                74758.22,\n",
       "                70332.78,\n",
       "                70110.18,\n",
       "                52211.25,\n",
       "                45478.53,\n",
       "                39061.83,\n",
       "                33258.33\n",
       "            ],\n",
       "            \"realtimeSort\": false,\n",
       "            \"showBackground\": false,\n",
       "            \"stackStrategy\": \"samesign\",\n",
       "            \"cursor\": \"pointer\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u95e8\\u5e97\\u5b9e\\u6536\\u91d1\\u989d\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"left\": \"right\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u95e8\\u5e97ID\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                2001104355,\n",
       "                2000507076,\n",
       "                337460136,\n",
       "                2001220953,\n",
       "                2000555792,\n",
       "                8491999,\n",
       "                8165842,\n",
       "                2001020019,\n",
       "                8184590,\n",
       "                8106681\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u95e8\\u5e97\\u5b9e\\u6536\\u91d1\\u989d\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisLabel\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": null\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u95e8\\u5e97\\u4e1a\\u7ee9\\u6392\\u540d\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_b4fb47a4828348d0a29191c85d428257.setOption(option_b4fb47a4828348d0a29191c85d428257);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x241a5f9fa00>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入必要的库\n",
    "import pandas as pd\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts import options as opts\n",
    "\n",
    "# 假设df1是已经存在的DataFrame，并且已经按照你的代码进行了处理\n",
    "# df1 = ...\n",
    "\n",
    "# 计算门店实收金额并排序\n",
    "top_stores = df1.groupby('门店ID')['门店实收'].sum().sort_values(ascending=False)\n",
    "\n",
    "# 创建条形图对象\n",
    "bar = Bar()\n",
    "\n",
    "# 取前10个门店的ID和实收金额，并保留两位小数\n",
    "top_stores_values = top_stores.head(10).values\n",
    "top_stores_values_formatted = [round(value, 2) for value in top_stores_values]\n",
    "top_stores_ids = top_stores.head(10).index.tolist()\n",
    "\n",
    "# 添加数据到条形图中\n",
    "bar.add_xaxis(top_stores_ids)  # 门店ID作为x轴\n",
    "bar.add_yaxis(\"门店实收金额\", top_stores_values_formatted, color='lightcoral')  # 门店实收金额作为y轴\n",
    "\n",
    "# 设置全局配置项\n",
    "bar.set_global_opts(\n",
    "    title_opts=opts.TitleOpts(title=\"门店业绩排名\"),  # 图表标题\n",
    "    xaxis_opts=opts.AxisOpts(name=\"门店ID\"),  # x轴名称\n",
    "    yaxis_opts=opts.AxisOpts(\n",
    "        name=\"门店实收金额\",  # y轴名称\n",
    "        axislabel_opts=opts.LabelOpts(formatter=\"{b}: {c}\".format)  # 设置y轴标签格式，保留两位小数\n",
    "    ),\n",
    "    legend_opts=opts.LegendOpts(pos_left=\"right\")  # 图例位置在右侧\n",
    ")\n",
    "\n",
    "# 在Jupyter Notebook中显示图表\n",
    "bar.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ab49415",
   "metadata": {},
   "source": [
    "### 3.7门店业绩排名"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c5c3b0e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_stores = df1.groupby('门店ID')['门店实收'].sum().sort_values(ascending=False)\n",
    "plt.figure(figsize=(10, 6))\n",
    "# 使用color参数设置条形颜色\n",
    "top_stores.head(10).plot(kind='bar', color='lightcoral')  # 浅珊瑚色\n",
    "plt.title('门店业绩排名')\n",
    "plt.xlabel('门店ID')\n",
    "plt.ylabel('门店实收金额')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e9a5a2a",
   "metadata": {},
   "source": [
    "### 3.8GMV与实收金额分析--分析总商品交易额(GMV)与实际收入之间的关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "59da2fa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "plt.scatter(df1['单均gmv'], df1['单均实收'],color='plum')\n",
    "plt.title('单均GMV与单均实收金额关系')\n",
    "plt.xlabel('单均GMV')\n",
    "plt.ylabel('单均实收金额')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f03f705",
   "metadata": {},
   "source": [
    "### 3.9门店下单量与访问量关系--分析门店访问量与实际下单量之间的关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4d9dfde3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "plt.scatter(df1['门店访问量'], df1['门店下单量'],color=\"tomato\")\n",
    "plt.title('门店访问量与下单量关系')\n",
    "plt.xlabel('门店访问量')\n",
    "plt.ylabel('门店下单量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6054835f",
   "metadata": {},
   "source": [
    "### 3.10按照年份和月份进行时间序列绘制，并比较自然流量与推广流量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7daf6719",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"a0d77762e64e4304b23428bf7e92012f\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_a0d77762e64e4304b23428bf7e92012f = echarts.init(\n",
       "                    document.getElementById('a0d77762e64e4304b23428bf7e92012f'), 'white', {renderer: 'canvas'});\n",
       "                var option_a0d77762e64e4304b23428bf7e92012f = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#add8e6\",\n",
       "        \"#90ee90\",\n",
       "        \"#ffb6c1\",\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u95e8\\u5e97\\u4e0b\\u5355\\u91cf\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                298.0,\n",
       "                8856.0,\n",
       "                14077.0,\n",
       "                3742.0,\n",
       "                538.0,\n",
       "                1453.0,\n",
       "                1589.0,\n",
       "                2153.0,\n",
       "                2229.0,\n",
       "                4448.0,\n",
       "                1422.0,\n",
       "                663.0\n",
       "            ],\n",
       "            \"realtimeSort\": false,\n",
       "            \"showBackground\": false,\n",
       "            \"stackStrategy\": \"samesign\",\n",
       "            \"cursor\": \"pointer\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": 0.2,\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u81ea\\u7136\\u8bbf\\u95ee\\u91cf\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                801.0,\n",
       "                24833.0,\n",
       "                41135.0,\n",
       "                10836.0,\n",
       "                2866.0,\n",
       "                5671.0,\n",
       "                4692.0,\n",
       "                6949.0,\n",
       "                6627.0,\n",
       "                12220.0,\n",
       "                4257.0,\n",
       "                2050.0\n",
       "            ],\n",
       "            \"realtimeSort\": false,\n",
       "            \"showBackground\": false,\n",
       "            \"stackStrategy\": \"samesign\",\n",
       "            \"cursor\": \"pointer\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": 0.2,\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u63a8\\u5e7f\\u6d41\\u91cf\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                950.0,\n",
       "                19051.0,\n",
       "                31656.0,\n",
       "                9931.0,\n",
       "                1681.0,\n",
       "                3994.0,\n",
       "                3397.0,\n",
       "                6001.0,\n",
       "                2865.0,\n",
       "                6643.0,\n",
       "                2358.0,\n",
       "                999.0\n",
       "            ],\n",
       "            \"realtimeSort\": false,\n",
       "            \"showBackground\": false,\n",
       "            \"stackStrategy\": \"samesign\",\n",
       "            \"cursor\": \"pointer\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": 0.2,\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u95e8\\u5e97\\u4e0b\\u5355\\u91cf\",\n",
       "                \"\\u81ea\\u7136\\u8bbf\\u95ee\\u91cf\",\n",
       "                \"\\u63a8\\u5e7f\\u6d41\\u91cf\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"left\": \"right\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisLabel\": {\n",
       "                \"show\": true,\n",
       "                \"rotate\": 45,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"2019-10\",\n",
       "                \"2019-11\",\n",
       "                \"2019-12\",\n",
       "                \"2020-01\",\n",
       "                \"2020-02\",\n",
       "                \"2020-03\",\n",
       "                \"2020-04\",\n",
       "                \"2020-05\",\n",
       "                \"2020-06\",\n",
       "                \"2020-07\",\n",
       "                \"2020-08\",\n",
       "                \"2020-09\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u91cf\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u81ea\\u7136\\u6d41\\u91cf\\u3001\\u95e8\\u5e97\\u4e0b\\u5355\\u91cf\\u4e0e\\u63a8\\u5e7f\\u6d41\\u91cf\\u6bd4\\u8f83\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_a0d77762e64e4304b23428bf7e92012f.setOption(option_a0d77762e64e4304b23428bf7e92012f);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x241a6a7b940>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入必要的库\n",
    "import pandas as pd\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts import options as opts\n",
    "\n",
    "# 假设df1是您的原始数据框\n",
    "# 按照年月分组，并计算每个月的门店下单量、自然访问量和推广流量\n",
    "grouped_data = df1.groupby('年月').agg(\n",
    "    下单量=pd.NamedAgg(column='门店下单量', aggfunc='sum'),\n",
    "    自然访问量=pd.NamedAgg(column='自然访问量', aggfunc='sum'),\n",
    "    推广流量=pd.NamedAgg(column='cpc访问量', aggfunc='sum')  # 添加推广流量的计算\n",
    ").reset_index()\n",
    "\n",
    "# 创建柱状图对象\n",
    "bar = Bar()\n",
    "\n",
    "# 添加数据到柱状图中，使用更淡的颜色\n",
    "bar.add_xaxis(grouped_data['年月'].tolist())\n",
    "bar.add_yaxis(\"门店下单量\", grouped_data['下单量'].tolist(), color='#add8e6', category_gap=0.2)  # 淡蓝色\n",
    "bar.add_yaxis(\"自然访问量\", grouped_data['自然访问量'].tolist(), color='#90ee90', category_gap=0.2)  # 淡绿色\n",
    "bar.add_yaxis(\"推广流量\", grouped_data['推广流量'].tolist(), color='#ffb6c1', category_gap=0.2)  # 淡红色\n",
    "\n",
    "# 设置全局配置项\n",
    "bar.set_global_opts(\n",
    "    title_opts=opts.TitleOpts(title=\"自然流量、门店下单量与推广流量比较\"),\n",
    "    xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=45)),\n",
    "    yaxis_opts=opts.AxisOpts(name=\"访问量\"),\n",
    "    legend_opts=opts.LegendOpts(pos_left=\"right\")\n",
    ")\n",
    "\n",
    "# 在Jupyter Notebook中显示图表\n",
    "bar.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68490081",
   "metadata": {},
   "source": [
    "### 3.11 每个平台的平均下单转换率和平均实收ROI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "89ff1ecb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oYkmSpPAzI0m6mmxKSdIl1NXVUV9ff9ljAoEAxcXF1NXVXfKRnp5OY2NjhCqWJEkKPzOSpKvJic4l6WOqra0lLi6OxMTE1i5FkiTpU8OMJOlK2ZSSJEmSJElSxPn1PUmSJEmSJEWcTSlJkiRJkiRFnE0pSZIkSZIkRZxNKUmSJEmSJEWcTSlJkiRJkiRFnE0pSZIkSZIkRZxNKUmSJEmSJEWcTSlJkiRJkiRFnE0pSZIkSZIkRdz/AeOexrhKorZBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 假设df1是你的DataFrame，并且已经包含了'下单转换率'和'实收roi'等列\n",
    "\n",
    "df1['日期'] = pd.to_datetime(df1['日期'])\n",
    "# 对数据按平台进行分组，并计算每个平台的平均下单转换率和平均实收ROI\n",
    "platform_comparison = df1.groupby('平台i').agg(\n",
    "    下单转换率_avg=pd.NamedAgg(column='下单转换率', aggfunc='mean'),\n",
    "    实收roi_avg=pd.NamedAgg(column='实收roi', aggfunc='mean')\n",
    ")\n",
    "\n",
    "# 创建一个画布\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# 绘制每个平台的下单转换率\n",
    "plt.subplot(1, 2, 1)  # 一个1x2的网格的第一个子图\n",
    "platform_comparison['下单转换率_avg'].plot(kind='bar', color='SlateBlue', label='下单转换率')\n",
    "plt.title('下单转换率')\n",
    "plt.xlabel('平台')\n",
    "plt.ylabel('平均下单转换率 (%)')\n",
    "\n",
    "# 在每个条形上添加数据标签\n",
    "for i, value in enumerate(platform_comparison['下单转换率_avg']):\n",
    "    plt.text(i, value + 0.01, round(value, 2), ha='center')\n",
    "\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签，使其更加清晰\n",
    "\n",
    "# 绘制每个平台的实收ROI\n",
    "plt.subplot(1, 2, 2)  # 一个1x2的网格的第二个子图\n",
    "platform_comparison['实收roi_avg'].plot(kind='bar', color='Violet', label='实收ROI')\n",
    "plt.title('实收ROI')\n",
    "plt.xlabel('平台')\n",
    "plt.ylabel('平均实收ROI (%)')\n",
    "\n",
    "# 在每个条形上添加数据标签\n",
    "for i, value in enumerate(platform_comparison['实收roi_avg']):\n",
    "    plt.text(i, value + 0.01, round(value, 2), ha='center')\n",
    "\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签，使其更加清晰\n",
    "\n",
    "# 显示图形\n",
    "plt.tight_layout()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be38880c",
   "metadata": {},
   "source": [
    "### 3.12影响门店营业额的因素相关性热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cdac36f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 假设df1是你的DataFrame\n",
    "\n",
    "# 选择影响因素列\n",
    "features = ['cpc单次点击费用', 'cpc总费用', 'cpc曝光量', 'cpc访问量', \n",
    "            'gmvroi', '下单转换率', '单均gmv', '单均实收', '实收roi', \n",
    "            '门店下单量', '门店实收', '门店曝光量', '门店访问量']\n",
    "\n",
    "# 添加门店营业额到特征列表\n",
    "features.append('门店营业额')\n",
    "\n",
    "# 对选定的特征进行标准化处理\n",
    "scaler = StandardScaler()\n",
    "scaled_features = scaler.fit_transform(df1[features])\n",
    "\n",
    "# 将标准化后的数据转换回DataFrame\n",
    "scaled_df = pd.DataFrame(scaled_features, columns=features)\n",
    "\n",
    "# 计算相关性矩阵\n",
    "correlation_matrix = scaled_df.corr()\n",
    "\n",
    "# 绘制热力图\n",
    "plt.figure(figsize=(14, 10))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=.5)\n",
    "plt.title('影响门店营业额的因素相关性热力图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c14aef20",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4f3a072b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pKcGRI0divtPT0wOn06n6WCJcLldE4CHBhyAIgiCyk7QKQS+88ALmzZsHh8MBAKirq8PWrVsjx5ubm+HxeFBSUqL6GEEQBEEQRCLSKgS99tpruOCCCyJ/z5o1C93d3XjmmWcAAKtXr8acOXNgt9tVHyMIgiAIgkhE2kLk+/r6UFRUhIaGBkyYMCHy+YYNG7B48WLk5+cjEAhg8+bNmDx5sqZjcrjdbhQWFqK7u5tMYwRBEARhEbSu36bIExRPW1sb6uvrMWPGDAwdOlSXY1KQEEQQBEEQ1iMjhaBUQ0IQQRAEQVgPres3FVAlCIIgCCIrISGIIAiCIIishIQggiAIgiCykrRnjCaUE2QMh3uC6PMx5DoEDMu3wUaFXwmCIAhCESQEWYyWTj+27fei13vSnz3PKaButBOVJfQ4CYIgCIIXModZiJZOPzZ/4YkRgACg18uw+QsPWjr9hlw3yBja3QE0dfjR7g4gSAGFBEEQRAZAqgOLEGQM2/Z7Jb+zbb8XFcV2XU1jpHkiCIIgMhXSBFmEwz3BARqgeHq9IV8hvUiX5okgCIIgUgEJQRahz8dnguL9nhy8micyjREEQRBWhYQgi5Dr4DNx8X5PjnRongiCIAgilZAQZBGG5duQ55QWcPKcoXB5PUi15okgCIIgUg0JQRbBJoSckaWoG+3UzSk61ZongsgGKNKSIMwFhfdYiMoSEbPHIiXRWmHNk5RJTE/NE0FkOhRpSaQLSrCbHHrzLEZliYiKYrvhAzqsedr8hSfpd/TUPBFEJhOOtIwnHGk5eyxIECIMgYRvaWgbb0FsgoCyAjuqS0WUFeibFyiakObJNcAXKc8pYPZYF71ABMEBRVoS6YLSnMhDqxghSao0TwSRqSiJtCwrsKeoVUSmk64Eu1aDhCBClrDmiSAI5VCkJZEOSPjmg8xhBEEQBkKRlkQ6IOGbDxKCCIIgDCTVOb4IAiDhmxd66wiCIAwk1Tm+CAIg4ZuX7L57giCIFECRlkSqIeGbD3rzCIIgUgBFWhKpJpUJdq0K9QBBEESKoEhLItWQ8C0NCUEphFKXEwRBEKmGhO/kkBCUIih1OUEQBEGYC3KMTgGUupwgCIIgzAcJQQZDdYMIgiAIwpyQEGQwSlKXEwRBEASROkgIMhhKXU4QBEEQ5oSEIIOh1OUEQRAEYU4oLMlgwqnLpUxilLqcIIhMgtKBEFaBhCCDCacu3/yFJ+l3KHU5QRCZAqUDIawEqR9SANUNIggiG6B0IITVoNU3RVDqcoIgMhnedCAVxXaa9wjTQEJQCqHU5QRBZCq86UB2t/uQ67TRRpAwBSQEEVxkiqNjptwHQZgN3jQf9a2+yP+TrxCRbmjkEbJkiqNjptwHQZgRNWk+wr5Cs8eC3kEiLZBjNCFJpjg6Zsp9EJlJkDG0uwNo6vCj3R2wZBmdcDoQNVDpICJdkOhNJCVTHB0z5T6IzCRTNJQ86UCSES4dRD6TRKpJuyboxz/+MebPnx/5e+fOnairq0NxcTGWL18OFrU7UHuMUIdRdc9Sveul+m2EWck0DWWydCA8UOkgIh2kVQjauXMnHn/8cTz66KMAAI/Hg/nz5+PMM89EfX09GhsbsW7dOk3HCPUYUfespdOP9Q192LS7H1v2erBpdz/WN/QZOtlT/TbCjPBqKK1mJqosEbGgNhdzJ+RgZo0L0yocXL+j0kFEOkibEMQYw7Jly3DHHXegpqYGALBx40Z0d3fjkUceQU1NDVatWoXf//73mo4R6tG77lm6dr1Uv40wI5msoQynA6kuFTGhzCGrGaLSQUS6SNuo++1vf4vt27ejuroar776Knw+HxoaGjB9+nTk5eUBAKZOnYrGxkYAUH0sER6PB263O+YfMRAeR0feySudu14974MgAPUm3ejfHXQHuH5jdQ1l2FdICiodRKSLtMz6x48fx7333otx48bhyy+/xCOPPIJZs2bB7Xajuro68j1BEGC329HV1aX6WCIeeOABFBYWRv5VVFQYd7MWRs/JK527XpqECT1Ra9KN/92OAz7J74fJBA2lVOmgWTVOuETB0pFxhHVJS+jB+vXrceLECbz11lsoKSnBihUrMGXKFDz55JNYunRpzHdzcnLQ29sLURThcrkUHysuLh5w/RUrVuDOO++M/O12u0kQSkJo8oLm6JV0++XodR9EdhM26cYjl+8m2e/kyCQNZaLSQf2+IOpbffROEmkjLaPsyy+/xNlnn42SkpJQI0QRU6dORXNzM44cORLz3Z6eHjidTpSUlGDnzp2KjyXC5XINEJqI5OhR98wMfjlUv43QgtpUCzy/S0amaSijSwe1dPrxzt6B/UIJFIlUkpYtRkVFBfr6+mI+a2lpwX//939j69atkc+am5vh8XhQUlKCuro6VccIfYh2dCwrUJ5Pxyx+OVrvg8he1Jp0eX4XT55TwOyxrowVAvzBILY2S2vGrBgZl61YOdlnWoSgyy+/HLt27cKaNWvw5Zdf4le/+hW2b9+OuXPnoru7G8888wwAYPXq1ZgzZw7sdjtmzZql6hhhDsgvh7A6ak26vL+bMtKBmTUuzJ2QgwW1uRkrALV0+vHX7X3wyASDWjUyLttIR9oTPRFYmrIKbt26FXfddRc+/vhjlJWV4ZFHHsFVV12FDRs2YPHixcjPz0cgEMDmzZsxefJkAFB9TA63243CwkJ0d3ejoKDAsHsmMic7LpF9tLsD2LS7X/Z7cyfkxGQ+Vvu7TESpb9TMGheqS2leMCtyzzMV2kyt63fahCAp2traUF9fjxkzZmDo0KG6HJOChKDUQpXcCSsSZAzrG/okTVt5TgELanMH+ASp+V2mwdMP8WSDYGhVzDKuta7fphSxy8vLUV5erusxwjxEO0cShFXgqY2VyKSr9neZhlLfqEyKjMtElPjImXm+pxFGEATBiVS+GynVv9rfZRJK019kg2BoZdKd9kQvMv/NIwiC0BG1qRayPUUDb/oLlwhMr0qtYEgmeuWYIe2JHpAQRBAEoRC1Jt1sMAUnEyjCaTKkTCguEVh4Wi5EW+qMFBSsoQ6e52kFkyY9YYJIAO0MCUI5cgKFnG/U9CpXygUgNRnAiczxdaOnSxBx0M6QIJTDK1CYpXyN2gzgxEnM9DzVYv4WEkQKycadIWm9CK0oESjM4huVKdFN6cYsz1MtmTWbE4qgxS+WbNwZktaL0AOlAoUZfKMyJbrJDJjheaqFZrkshRa/gWTizlBK0M1GrRdhDFYUKDIluonQBs1wWQgtfomx4kQuhZSgW1FszzqtF2EcVhQoMiW6idAGPd0sg9fkY6UqwHphxYk8GWFBN36CDwu6O9p8qiqiE0QiwgKFFGYTKKioMwGQEJR1KDH5ZBtWnMgTwSPo7jrk4zqXVbReRHqxqkBBmbwJesJZRqaZfPQkU/Je8Ai63gDfuayg9QLIyd8MqAmXNsNzs3p0E6ENEoKyjEwy+RhBJuS90EuAtYLWCyAnfzOhRKAw03OzcnQToQ2aIbIMcgaUx+o7Q70EWCtovcjJ33zwCBT03AizkL0rXZZiVdt9qglP5NWlYiSviVXg8W2Swir+EOTkrx9BxtDuDqCpw492d8DQPqPnRpgJc89yhCFkgsmHSA6Pb5MU51Y7MaLQ/GMgE/M6RZMqf5lUm6Uy/bkR1sL8Mx2hK+GJNchCix0D4PHDciYfQppkgi4P/X6DGqUzmezkb4Rgkkioau0KGG6Wir9ur5cv8tSKz42wHiQEZRFSEyvtuDKPyhIRjDG8s1fa9BCPVZzi0+nkb6SWxgh/mYTvvkOAX8bkpDVhZqLrujibbpVxSFgbEoKyBHJEzD6CjKG+lS8fUBgrOcWny8nfSPOREfXrkr77HJoWLWapZNf1cGgarTQOCWtDoywLIEfE7ITH9yIeKznFp8PJXy4Td0unNlui3slMed59OdSYpbRe10rjkLA2tPXPAsgRMTtRsnhZ1Sk+lU7+vJsJpz3kV6XGTKa3n5MaQTieXIeg2PzHe12XGKsZsuo4JKwLjbQsIJMdSInk8PpUTKtwYEKZI+GiZoaMvnKkKq8T72bi9c9OmoCULup6+zlpfafznAL6fUGsb/AoEjJ5rztttBODnDZTjy8isyEhKAugLNHZCa/PTDIByEwZfeVIRcZfNQKFUp87vf2ctL7TVSX2hI71cvfFe91BThtpn4m0Qj5BWUCmFAYllKHFZ8Zo3xcrokWg4PW509vPiefdd4lAriP2szyngFk1TjR3SheZS3Zfesw5qUzgSGQv5trOEYaQKYVBCeWoLWqpd4RSomuY3cwWD4+WJhlKfO709HPiefenV7kSmhO1+BJqnXOspIUkrA2NpiyBskRnL0p9Zox0pA8yhh0HfNjV7oupZG+Fcag1E7cSc5qefk687378s9TqS6h2zqF0HkQqoZGURVi9MKiVMJumQ4nPjNLFj/deWzr9eL/ZA28CS5pVFjgtmbiVmtP09HNS8+7r4Uuo9Lqp0EISRDTmnW0IQ0iFA2m2Y3VVvpLFj/dek+3u47HCAqcmE7cZfO6Uvvt6OWkruS6l8yBSDXnCEoSOZIJDMa9Ta78vyHWvShLnKUkEmC7UZOK2os9dOpJRUjoPItWQEGQwFOGQPWRKZm6exW9ahUNWEAjfq9KEfWZf4JTcT55TwOyxLktoABMRMv+5BgjFRt0XpfMgUo0130yLYHWzCKGMTFLlyzm1ukT5KKnwvSoVasy+wPHez5SRDtSWJ87BJIeZfMpS6UuYrnpwhHbMNGaVQCuxQVCEQ/aRaap8qcWvqYPPrBf+HS9WWOB472dEgTrfJjNunlLlS0jpPKyJGccsL+aebSwKr1nEHwySqSyDyERVfnjxqy4VURa1qCu5Vx4fozBWWOCMTD6q1qfMaLN7Ks36qTbBEdqwuh8kjSYD4DWL/HV7HxUPzCCySZWv5F55dvcuMZS0zwpjn+d+qkqUa4HUhocbvQtPxy6f0nlYg0xIaWD92diE8Jo7PHECclhybu7wkYbIgqQjmiZdKL3XZLt7px2oHenANafnWUIAClNZImJSWfL2Nrb7Fe+AlfiUAaEFqKHNa+guPJ27/GRaSMI8KB2zZsQ6s46F0Gru2LLXi+hhRRoi65BNmbmV3msm7e6DjHHV1VKyA1biU9bS6ccHLR70yUTqa9mFZ8IunzCWTPCDzJwZ2URoqTEEAPG/Imdqa5FJi70cSu81U5J1GhEJyLt5cvcH0dDGl6dISzRiJkU7EgPRI5orE/wgaUU1AK01hpJBuy7rkCmLPQ/ZdK9hjNgB82yech3A54eVmaDU7sIzYZdPJEYvP69M8IM0b8ssTjIfCJcGsdPstlWCyBaM2AHz+FmNH+pAb4ryLmXCLp8YiJ5+XpngB0maIANJZCoYMljAhk/6VZvKaNdFEANJdaI2vXfA4fYHGVBb7sDnh/0xwk54lx5U+Ppr2YVnwi6fiMUIPy+r+0GmbfTedtttEAQh8m/s2LEAgJ07d6Kurg7FxcVYvnw5WFRklNpj6SQ+wkG02WQlZylo10UQsbR0+rG+oQ+bdvdjy14PNu3ux/qGPt0ilxLlyNFzBxzf/oY2HxgYakc6MLPGhbkTcrCgNheVJaLi9z+6DUpz/WTCLp+IxahorsoSEQtqczF3Qs6AMWt20iYEffjhh/jb3/6Grq4udHV14eOPP4bH48H8+fNx5plnor6+Ho2NjVi3bh0AqD5mRpKZyuSmEtp1EUQsRodwSwlYeiT1S9b+Ph/QcMAHm4CY8HDexJPxbVArKFLiwszCSD8vq6Y0EFgaVCZ+vx8lJSU4cOAABg8eHPl8w4YNuPHGG/Hll18iLy8PDQ0NuPXWW/Huu++qPsaD2+1GYWEhuru7UVBQYNRtDyBehd/vC+KdvclVlTTpZB5WrbeTSpL1UZAxrG/okzXXLKjNVV2+Qiq4Ifw+qn2Gatsv167akQ5MiapZxnsfcm2lcWp92t0BbNrdL/u9uRNyLBPsoHX9TsuKumPHDjDGcNppp6GtrQ2zZ8/G2rVr0dDQgOnTpyMvLw8AMHXqVDQ2NgKA6mOJ8Hg88HhOTgput9uQ+5RjYFSNHYIgWNa2SijDyvV2UoVUHykp4qp0QlfqO5HKEHQlPhh6+YBkYwRgJkJ+XgNJy0zb2NiIyZMn49e//jWGDBmCH/zgB1i2bBkmTZqE6urqyPcEQYDdbkdXVxfcbreqY8XFxQOu/8ADD+D+++839iZVkk05ZrKZVBXYtfIOXq6PJg7n6x8e1X58PwWCxufI0WKaqCwRUV5kw55DfvR4GPJdAsYPFyHaYhcvyvVDREMFageSFiHouuuuw3XXXRf5+7HHHsOYMWMwYcIEuFyumO/m5OSgt7cXoiiqOpZICFqxYgXuvPPOyN9utxsVFRV63Jou0K4rs0lVJl4ra5p4+mgfZyV7OWfiRP3Ei5ZoTS0h6Ina3HjIP+DZUq4fIh6rR3PpjSnutqioCMFgEGVlZdi5c2fMsZ6eHjidTpSUlKg6lgiXyzVAaCKIVJGK3XmqNE1GwdNHHn8o71Z8Db5o5FT7cv4ycmiJ1lRrmlDybCnXD5EIsjicJC2GvzvvvBMvvPBC5O9t27bBZrNhypQp2Lp1a+Tz5uZmeDwelJSUoK6uTtUxgjAbRu/OeTVNZi7My3vvY0qlBTkp1T5PP0mh1XdCTQi60mfLE02m9T6Uht6bCSu3XStWjebSm7RsBU877TTcc889KCsrg9/vx2233YZvf/vbmDt3Lrq7u/HMM89gyZIlWL16NebMmQO73Y5Zs2apOkYQZsPo3Xkm+IHw3ntFsYhh+XZVqn2efpJCD98JpaYJpc/WaB8QI02uRvuzWdlcTOhHWp70kiVLsGvXLlx55ZXIz8/H1VdfjVWrVkEURaxduxaLFy/G8uXLEQgEsHnz5lBDVR4jCLNhdIRGJviBKOkjmyCoUu2rvX+XHZherV+6CiWmCTXP1igfECNNrkYLKFY3FxP6kZY8QXK0tbWhvr4eM2bMwNChQ3U5JkW68gRZCStHGZkRPXK3JCNTcoEY2UcAfz/FM2e8EyOLHKqvqwUtz1bPd9jIHE1GP3ej80sRqcWSeYLkKC8vR3l5ua7HCPWQ2lh/jIzQyJRcIEZHsfD0UyL+1eRDXaWQlrGv5dnqGXVqlMk1FZGTZjYX02Yz9dAKRkhCamPjMCpCI5NygRgZxcLTT4no9aVv7Jvl2Rplck2FgGJWczFtNtODubeCRFrJhCijVKAlwsSoCI1MqvlkZBRLsn7iIV1j3wzP1ijn/lQIKGZMG2B0DTwiOdaZCYmUY2a1sVkw8+6NcoHwkaifAsEg3twjvQFI59hP97M1yuSaCgHFbObiVCVPJRJDmiAiKWZVG5sFK+zeMjEXiBG5XeL7yRvg66d0jv10Pls1OY54SEVeI6ParhYlm01CfxRtVVtaWrB+/Xo0NDTg8OHDGDx4MCorK3HZZZfh/PPPh5ABEyxxEjOqjc0C7d7SQ6o0bzT25THCcT1VPk9mKh1Bm830wvWkDx8+jLvvvhuffvopFi1ahJtvvhlDhw5FT08P9u3bh6eeegp33XUXHnroIVx44YVGt5lIEWZTG5sJMhWmnlQ66asZ+9kY2WOEWS5VAkq6TYphSOBOL7KjaevWrVi6dCnuvfdePPXUUwOOn3nmmbjmmmuwZ88e3HTTTXjvvffwX//1X4Y0lkgtZolEMSO0e0stqda8KR37ZvYNMxojCj6nSkAxQ7Fq2mymF9le7enpwfr162Oqvidi/PjxeOONNzBixAjdGkekHzNEoqQLKd8T2r2llnT4TfCO/eYOn+l9w6xIJvqzJcJsPkrZhuwKdtFFF3GfzOl04uabb9bUoEwiU9TjZlEbpxK5nT3t3lJLujRvcmO/ucOHLXvJN4zQhpl8lLINVT374Ycf4gc/+AHeffddbNq0Cddeey0AYN26dbjqqqv0bJ9lyTT1uBnUxqmC1/eETIWpI52at2Rjv6XTj3dkBCCAfMMIPrJxs2kGVK3GN910ExYsWABBELBixQqsWrUKALB8+XISgkBZlq2MEt8T2r2lDrNp3njGSTTkG5bZ6KX1z6bNpllQVUB10KBB2Lt3L5xOJ8aMGYOuri4cOHAA48ePx4kTJ4xop6HoWUCVivNZGzUFKjPF7GkGpPpSa2FNPZ+T0uKrZi9Wa0XM8t5lmtbfaqSlgOrEiRPx4IMPwufz4fzzz4ff78ezzz6LCRMmqDldRkGh09ZGje+J2XZvZlkclCK3mGjRvOm9UCnR7Ig2gDGGIGOWeA5WwCyCB2n9rY+qp7N27VrceuutyMvLwxNPPIF33nkHjz76KJ577jm922c5KHTa2lg96sssi4NSeBcTNX4TRixUSp6/Pwi8/plH8jlYVXBNB2YRPChhamagaqScccYZeP/99yN/jxs3Dm1tbbo1yspYfRHNdszme6IEsywOSlG6mCjRvBm1UPGMk3iSPQerCq5q0CrsmUnwIK1/ZqBpJt+9ezc2bdqE48ePY+fOnXq1ydKkovYNYRxWzdnBuzjE19kyog6XUozMAWTUuXnGSTKin4MV6s/pRUunH+sb+rBpdz+27PVg0+5+rG/oU3SPZqqzRVp/fswwzyRD1Tbj008/xdVXX42mpiYAwMcff4yzzz4ba9eulU2qmOlQlmXrY8WoLzW7UrNoIIxcTIw8d3icvN/kgTfA/7vwcxiWbzONVsNoc5xeWkozCR6k9efDLPNMMlS1YOnSpfjmN7+Ju+++G+Xl5SgoKMD//d//4Y477sh6IQgIvcyTygLY1e5H9KsoAJhYJpriwRPSmC1nh9wipXRxMJPpzMjFxOiFqrJEhNMe8vlRQp+PmcacYvQipacJy0yCh5VN56nCTPNMMlRd/fPPP8eLL76IvLy8yGenn346jh49qlvDrExLpx+N7QNVvAxAY7sfQwfb0/7gCXnMEvWVbJGaVuFAjsOGPh9Dn5dP/Z/rEEzlVwEYu5ikYqEaXmBX7B+U6xBModVQs0gp1RrpKeyZSfAgrb80ZptnkqFqpFxwwQX4/ve/jz179kAQBAQCAfzv//4vVZCHet8MgkiElM/IO3u9Ef+K+lYf5KaR8OJgJr8KQJkflpRvQaJjqfDxUuofFH4O6dZqqJmr1Pj16Cnsmc1nL5trK8phtnkmGaqe0Jo1a7B48eJIXqBTTjkF559/Pv70pz/p2jgrYhYVN2F9lGYllltCwouDGTQQ8fD4YUmZbQDp3+rh4yWlAUl2jUSEn0OqtRrx7Q8ypmiuUmva0FvYM5vPntlM52bBjPNMIlSNlmHDhuGNN95AW1sb2traMGrUKIwcOVLvtlkSqzx4wvzwCNSJEBArEMUvDunWQCRDajGRW4ATEb84a1moePxmoq/R2uXHvg4/PFEKkvjvp9Kckqj9Ts49WJ+PaTJtGCHsmU3wMIvp3EyYdZ6JR5PIXF5ejvLycr3akhGk+sFTkrXMRa2gzABMq3Ag12lLOCaM0kAEGcMhdwDtX6m3h+fbUFagzN6faDFRqhGLJ3pxVrNQKdGAhK9RVmDHmaOdsu9mKrQaydrPG9GW6xA0abiNEvZI8DA3ZvLfkiJ7DZYGwfPgXSIwZLAxuzszhR4S2tAiKOc6baguTTwG9F6UgoxhxwEfPj3ogz/KvL8DIW3DOdXafCPUasTCaDE/a9GA8C7SRmo1tAqQ4UWqpZNPYkomuJvNhEUYj1Ucx7lH3jvvvMP1vVmzZqluTCbA8+A9fmDDJ/2aXn4rhB4S2lCTlTiMnACl16LU0unH+80eeJP4xXoD0Dwe9TAdqz1HuzuQEh8/KYFJi7ZXqwAZXqRcnI9O6ntmMGGR5jy1WEH45W7BDTfcIPsdQRCwb98+TQ3KBHicJLUIK1YJPSS0YRNCYfDv7FW2k+dVMevhJyMl7EeTaDzyLkh6mI7VnKOl04/3m/juzygfP63aXt52Oe2x5rH4a/D2ntz30mnCIs15YowWDM0g/ErB/eTD2aEJPipLRJQX2fDX7X0xzpHxqBFWKAItO2jp9KO+1af4d0pUzDyLUqJJEoAiM4uWbNVaNGLh8yr1O1Ai4AHGOHfqoe3lbdfssS4IX0UOJlqk+jkrW/B+T094FnHSnCcmVYKhmf23su+pp5Cjx5mkAASoE1YoAi3zkVuEJw63o6UraPjklSyqqKLIrlgoUZutmsfELIVSvwOlfjRGOHfqpe3ldU4dLuPAbtZIH55FXG1fZrrpjATDEJl/h2nEKGHFrBMSoQ88k3ZLVxBXTc3B0eMs5fWevAFgb4eCYllfoSVbtZRvQVWJHV8c9Q/wS3KJwPQq5U7ZSv1ojHDu1Evbq5dzqhkjfXgXcd3q6jkEjBsmoiAncdSllSCXipOoFoKCwSAOHjyIQCA0GTLG8PHHH+Oqq67Sq22WxyhhxYwTEqEfvJP20ePMMBWz1qiieNRkq46/t0S+Bf2+YFKfKTktbDJ4NyUuOzBdY+Sb1jbwfE8P51SzRfooWcR1q6vnY2hoO2metrI/EblUnETV0/vrX/+KpUuX4sSJEwBCApAgCCgsLCQhKAqjhBWzTUiEvpjB3Kk1qigevbJVR/sWBBnD+gZpE5ma3SzvpmTWWBdGFMpPoWrMKkZkWdbqnGqmSB8li7iSvlQi/FvZbGSGOcYsqHpy//mf/4m1a9fi4MGD2L17Nx599FEsWrQIX/va1/Run6UxUlgx04SUajLdVm8Gc6dek1+8SUrPezNqN6vEj0YOtY6nRmyg9HBONUukj5JFvLJEvsCtEk1lPGY3GyWaL80wx5gFVSvl4cOHccEFF6Crqwu/+c1vkJubi1/84heYO3cubr/9dr3baGmMFFbMMiGlkkwLc000QemxAGoRFIOMvyp9IkQbMLLAjvHDxQEZo/Vc3I3azeq1edHieGpmba+cMJWKTYqSRVxJX6oR/s1sNko2X06rcJBLxVeoWjXOPfdcfOc738Fzzz2H48eP47XXXsOJEydw/PhxvduXERgprJg59FBvMi2aQUqg07IAahEUE/2WB6kyHdHoubi7+/gENTW7Wa2bFz0cT62o7U3VJkWpMM3bl2o1H2Y0G0nNl+/s9WJSmYjG9uSOc9niUqFqVD755JO4/fbb0dvbi4cffhhXX301fD4fHnroIb3bZ2ky3WyTSlIdzWD0s5MX6FyYPdaleEHRIigqzY0T3aYJZQ7u/tFjcW/p9KPhgHwOJS27WS2bF71MdanU9mod86ncpKgRpnn6Um1OKrOZjXjmy+bOAGbVOFHf6rOMkG0Equ5y5MiR+POf/wwAWLRoEa6++mp4vV7k5+fr2jgrk2lmm3STymgGo58dr0C3oDYXFcW53AuTFkFRSzSYmh2jlsVdSVu17mbValr1NNWpTWipVIDRMubTEXKtRpiW60s1OanMaDbinS9zHDYsqOWfYzIRRTP6kSNH0NTUhLPOOgsAcOzYMTz22GM4duwYLr74Ylx00UWGNNJqZILZxmxarFRFM6Ti2SkV6HgXYS2CohqHUK2CoVoBg7etteWOtL1nqXQ81SrA6DHm0xVyrVWYTvQ7nrJH0ZjRbKRkvswml4pEcM8Q69evx/XXX48FCxbgD3/4A7q6ujB9+nQ4HA5Mnz4dixYtws9+9jN873vfM7K9picTklCZUYuVikUlVc/OKIFOy3l5fztlpANFuelNFtfaxZcAqCAn9bvz8MJ6whuES5TOVcSrQYherF1iqD5Xvx+SeZJ4BRi9xnw6Q67VLOJyc1y8cOXuC2LPER/6oiyw6Z4TpaDoL364n96Pf/xjPPHEE1iyZAkAYOXKlRBFEdu2bUNubi6uu+463HTTTVkvBFk9CZVZtVipSBCZqmdn1ASl5by8vx2hQDNlBEHGsK+DTwgyQwkHKXgjzKTOKXeHcgKMXmPeSosu7xwXL1xNKXeYSjsuBSXU5Ye7Bw4fPowLL7wQANDW1obf/va3WL16NXJzcwEAY8eOxdGjR1U14pJLLsG6desAADt37kRdXR2Ki4uxfPlyMHbyIao9lkqsnISKd1cYTEPfhm31UmhVS6fq2YUnKCnUTFBazmtUm/TmcE+QKxO0S0RaSjjwCEB5TgGzx8pnmuY5p9zVwgJMMvQa81YZP1rmuLBQVF06MPWD2UjFfJkpcI/IK664Arfeeiuef/55fP3rX0dtbS3mz58PxhhaW1uxYsUKTJ8+XXED/vSnP+Ef//gHAMDj8WD+/Pk488wzUV9fj8bGxohwpPZYqrHSjigeJbvCdBCy1bsGTLa8i0o0QcbQ7g6gqcOPdncAQcZS9uyMmqBsQqiOlprzWmXS5F20x5SKpirh4BKB88Y4MXdCDhbU5uoSYs+LVJ/pNeatMn7MPsclItFcxYOe82Umw90Ljz/+OFasWIFVq1Zh3Lhx+PWvfw0A+Oijj1BXV4ezzjoLzz//vKKLd3Z24q677sIpp5wCANi4cSO6u7vxyCOPIC8vD6tWrcKtt96KpUuXqj6WaqyshrSCFkuPkGEzJBCrLBExq4bh3y3eGM1GtJ+BUuf0lk6/ZN6PSWWi5MRnhbw0vIt2RbH6tirtd56F1eMH8py2SFbiZOcOX/ugO6Bb2RKpPtNzvrLC+LHCHBeNVv/MbEyoqxTuUTl48OCI4BPN1KlT0dnZiaKiIsUXv+uuu3D11Vejr68PANDQ0IDp06cjLy8vcu7GxkZNxxLh8Xjg8Zy0CbvdbsVtT4aZM73KYRUtlpZoBrMkEGvp9KO+1RcjALnEUNLByhJR8eTHmxfkjAom2X6zT5o8i7ZLBIYMVtdeNYsO74LZ2uXHu/sCCYXvHIcNrV1+7Ovwqy78mgg5AUbv+crs48cqcxygn39mtkd/yaF5S+twOFQJQG+//TbefPNNPPjgg5HP3G43qqurI38LggC73Y6uri7VxxLxwAMPoLCwMPKvoqJCcfulsKoa0ix2fbXqX57z8iYQM/LZJfP18PiBd/Z6Ub/fk/B4ePJr6Ry4Suqp5je778O4odLPwOMHNnzSn7CfpEj2XKT6HeBfMHcd8ic89zt7vdi0ux+7DukrAAF8Aoze85WZx49Z5jg5zOyfmWmkZTXu7+/HsmXL8MQTT6CgoOBkY0QRLpcr5rs5OTno7e1Vfay4uHjA9VesWIE777wz8rfb7TZEEDLzjigRZtBiGRmeb4YEYjyT2y4JTRSQOOLHamp+KZKZo5REXyndLWsJFVebZVhPBMQ6SSt9Z6w4X6nBDHMcD1aPMrYSaRGCfvazn6Gurg6XX355zOclJSXYuXNnzGc9PT1wOp2qjyXC5XINEJqMwIpqyHTa9Y0OzzdDAjGeyY034ie6fVZS80uRTAiuKrFLmimTwZvXqZ3DByfZoqMmy7DezKxxIsdh0yTAWHG+UgP5LhHRpOVpP/vsszhy5EjEjNbb24sXXngBVVVV8PlOZqNqbm6Gx+NBSUkJ6urq8Lvf/U7xMUI56dgVpiJRoVpBQc/s2XpNWvHnSadDvl79IyUEqxGAwr8NCy5SGqb3m/gEmGTPr7JERG15EA1t8vXM9MRMC7eVkJrjzJAtP1M2NVYgLW/Oli1b4PefnNR+9KMfYfr06fj2t7+NSZMm4ZlnnsGSJUuwevVqzJkzB3a7HbNmzUJ3d7fiY4Q6Ur0rTIX6V42goLd5Tq9JK/484fB4KWGhqkR//wy9+ifIGLcgopQ+H9NNwyT1/Lx+Y3flU0Y6MDzfFpMxOhNNVqki0Rxnlmz5Vo4ythppEYJGjRoV8/fgwYMxZMgQDBkyBGvXrsXixYuxfPlyBAIBbN68OdRQUVR1jLAGqVD/KvUHMMI81+8LDvDfiEfueKLJL8gYmjsDktfee9SPkjxbJFRbqhArz05Yz/7Z0eaDV7r5qnH3BRNWnFeqYZJadFo6/dh1SGev5rhr15Y7SOBJQCo0kanOlm8V36VMQGDpSq0sQVtbG+rr6zFjxgwMHTpUl2NSuN1uFBYWoru7O8ZRm0gd7e4ANu3ul/3e3Ak5KakSH2QM6xv6ZHdiC2pzuSeiZJNsPHJh+okidnj7L0yy3a1U30SbD3JE4L19XvRKCKW8/RNkDC981GuIEJTnAPxB6HLuicNFVBSLCXP7yI0VrZg5qjSd6KmJ1Pt91wOzaKbMjNb1W3UvtrS0YOPGjdi/fz9uu+02vPjii/jud78LQYcBUl5ejvLycl2PEeYmlepfHp8nvc1zPD5PAkIOrlWlDgwdbFc0+SnVkCXa3crthJ0i4FWg7ODtn8M9QcO0QN5ASAjSg12HQtqe+OfAW9VeDbTgJUdPzY1Zo7GyJWovnah6s/785z9jyZIlOP300/HRRx/hhhtuwGOPPYaWlpaYvD8EwUuq1b9yPk96m+d4o8JyHCEhT+nkp9bX6P1mDyqKQ/0gJ6QpEYDC8PSPkREueglA0cQvsrztH1lgwwG3fINEWygXUiKtExFC70AKM0djZUvUXrpQta2+++678Ze//AX/+te/kJubi9zcXPzhD39IW70uInUYlcgQACqK7agd6YAz7n1PR5JJvaMz1EyySpLO8SSBS4TXD+w44DNMm3GsLyg7Tqwa4RJOVsfb/pGFfAvZ+eNcqKt0mS7RoJnQuwYYRWNlL6pWlf7+fowZMybms8LCQths5KmeyRhpn050bqcdmFjmwJSRfA6heoa26m2eM3qS1ZKrZne7D/kuYyb3HQd82HHAJzlOzJBsUA3hRZZ3rIwfLqIxQdbo+O/Rrl8evTU3FI2Vvah6ot/61rdwxRVXYO3atQgEAti6dStuu+02XH/99Xq3jzAJaksKaDm3NwA0tPnQ2iXvMNLS6cf6hj5s2t2PLXs92LS7H+sb+tDc4VOludK7KrbadP1KNG/Jyh/I4QkA/Qar+aXGCU9fp5p4bWQywok1ecaKaLNZotK6FdB7U6H3+05YB1Xb91WrViE/Px8PPfQQ/H4/fvrTn2LJkiW4++679W4fYQKMTGSox7nliqJGo7QCs16ZZdX4PKnRvEX7Ep3wBvHvZi+XX4zLIaREG7NtvxdO+8A8N+G+fr/JY5iTNA8uOzBrrAsMwBufyWvVwotsZYmIWTUM/27xxtT/in9eFcV21JY7sKs9NiUAOUArwwjNjRUySRP6Y8oQ+VRDIfLS6Bm+Hm+yCjLGtdgkO7fa8GQlPkZ6mtl4BRu5cHre9jd86U2YIyeeuRNy4PGzlJd+iL/3g91+vM4xHoyittyBghwbXCLw3j4P+iS6LjpkOtFzdYnA2ZWhaD9AwuQ73IEpacgBZIbMyFrQ6x2Jx+r9km2kLUSeyB70sr8nWwS0nFutQ68SzZWe0Rk8UV96at6mlDvwabtPUhsU3jHbBCHhTtglQvfq5mHiI62GF9gVaaTkEkvy4hJD54kueyE3NsOau2SLsccPvLPXG0kbkug73gDQcMCHojxbSjUNZs8/wyOIGKW5oWis7ELVKKmqqsJzzz2Hc845R+/2ECZED/t7soWC1/SR7NxqQ1bTWYFZbpLVM2dJa1dA1hwWbYZLJqS1dgUGCrAK8wZJES3UyZkNa0c6UJBrQ65DQL8vOMDkqRTRlljIC4/N+PuMXmR5BNYPWjwQIP0Oaa2LpwQzZUZOhBIBjfLoEFpRNdLPOussvPvuuyQEZQla7e88C4UUUufWErLKK0ClWj2ul+aNp9+dIiJ5gsIkEtKUCEdqiBbqpHb40yockWrpjDE4RQETh4vY1+FXra2SExJFm4DZpzgT1uviEVhDJjVzJOJLRaFiLSgR0OLfy0oDauMRmY8qIejxxx/HwoULwRjDbbfdhtzcXL3bRZgIrYkMteagkTq3lvDqsE+SlICTDrOBXpEvPP3u9YN78U0mHJUX2bDnkB9uTxBfHAkgqPJRRwt1iYSufl8Q9a2+pPfkEoHSPL6EhEro9TIIgoDq0oF9pGfyvFQk4tOiZTR6M6BEQEskfKfKnEc+Q5mFqtEybNgwAKFq8CtWrAAAMBaaKAKBNIZ2EIahxf7OO7k77VAcMaM2P06eM7Sorm/wJL2fdJkN9Ip8SUUW3JZOP7a1SNcQ40VKKG3p9MuavTx+6C4AhUnWR3omz0tFIj61YyIVmwFeAW1Hmy9pQVyjzXlm96UilKPqqTU1NendDsICqLW/807us8e6IAiC4h1WMgFNiuJcIeGiGp5IZ9Uw1LdKR1UZZTawCQKqSuySRVR5cpZwZ7P2BtHU4Ve8q+UtCMuDlFA6rcIh+yyMJr6PAETSEOjhOB4WapMJgXppH9RoGY3eDITvjTfX2K5D6Xkvze5LRahD1ROrrKzUux2ERVATOcGr2RiuoUwAr/kkHE3U1i2tMYjP95IIo/w4Wjr9kgLQpDKRa7Ll6XcBiBEweHe1QcbwfpN+oexVJfakQqlWx2c54jWQiYjuI6cIgOlTmT5M3WhnUhNPVYkdzZ0BXbQPSrWMRvsQJdKsyCHX70a8l2b3pSLUozoH+Msvv4zLLrsMU6ZMweWXX45XX31Vz3YRGUSqsrHG19qqKnVgQW0u5k7IwcThocWCd6rl3dnr7cfBM9k2d/Jlvubp9/iz8GYAb3cHVAkB8U84zylgVo0TzZ2pN6O77KG8QNOrlGWr9vr1E4DCdfEAJM3I3tg+sNSG2kztSt9FvWt0RZMsU7wULo0pNdRiZD8Q6UWVELRmzRrcfPPNmDlzJu69917MmDED//Ef/4Hf/OY3erePyBCSlXQwujiqTQjtals4Sm+oQW8/Dr0n22T9LtfqcHHQZBxSOdnPrHFi7oQczKxxYe6EHCyozUWOw5aWumGer8qy1Lf6MKlMVFWAVg3TKhwx919RbFcdPSn3nBKh5F00yq9MbcTohDIH1/f0fi9576+1y6CEWoRhqFp5fvGLX+DPf/4zZs2aFfnsvPPOw7e//W0sW7ZMt8YRmUU6cnoEGcPu9uQRRVLI+XoYUVDRiEUnvt/7vEFZHxu9TQpS5ptUREVJEda2zKpxfiWQBfHvFi98BsjNeU4BE8pis0O3uwOqhUC1z4n3XTSq8K/SiNHw+KkotuPzI/JFaPV+L3nvb1+HH2dSjTFLobqKfGFhYcxnhYWF6O+XL61AZDepzMaqxt8gTNghV8ofxYiCikYtOtH93tTBt1uVEk7K8m3YwXGOU0eIGFkoSgq7qYiK4qG+1YcFtbk43ANDBCAg8ZjRKgSq/T3Pu2hUdXXeNp8yLOT/Fj1+tKTrUMuwfBuXA7xHQcoJwhyoEpdvuukmXHvttfi///s/fPDBB3j++eexaNEi0gIRpkGNv0E0daNDNZ9SbcJTW21eCXoIWsML7CEHYQmcInDaKCfKZBzeee95Vo0TuXzWEFWEtSpGaKacYvJaVlqFQCOFSKP8+XjbXFkiDhg/6TCt2wQBY0r5zptuzSahDFWj5b777kNhYSFWrlyJ1tZWVFZWYtmyZbj99tv1bh+RYaQi0ZiWDNUCgIlR0VepNuFpTUzJgx67e5sgYHqlU1JTdk6Vi7s2G889V5aIGF0i4pM2Lz45IL0ld4qAKAiK8xe1dPqR79L/2Yo2YUBm7jBaEn4aYfqJx4gaXTz37BKBXm8Q7W4MeOdS/V4GGcMgTp8xs2g2CT6oijyoirwStAgxqUo0xlv1XgojnbXlCDKGHQd82NXuU5w8khetFbilTI25DuCsytjf+4PBSFZpMGDoYBsGuewx44d3fPA+34tOOZl3iscPymjmTshJaiZRm3MpleNU7w2MkntOZ0JCJWb1PKeABbW55BOUQtJSRf7w4cORrNFhtm/fjvfffx/f/e531ZySsABahJhUJhrTQx2drpwfifrYaQcmDndgSrlDt8R5FcV21JY7VAlacotX/O/r93uwq90fE46/50gAgC/mery7e97n2+9HpNRFkDE0HpJ2qDUaqXZXloiYVBYY0E8CgPIiGzp7WcaViFCS5DRdCQmVCqdG+CMRxqJqNI0YMQJdXV0xUld+fj5WrFhBQlCGokWISXWiMT3U0emoMp+sj70BoOGAD0V5IbOHVm0aj6CVDJ5nWd/qw+gSETZBQP1+j2Tix/jxw+Osq8anSW15FT2RaneyBJkMwJfHgpHItVTWq0qF5jZa8D3hDaJ+v3SS0lRuTpSY1al0hnVRZUwO1wmLpru7Gw6HgV6LRNrgFWKS5StJdaKxcCSHVhLt3IOMod0dQFOHH+1uvqSFyYg+18HuUA0uKd5v9iRNqMebOC+Zw3hY0GqVyaek5Fn6g0HskhCAotna7MHeoz6uPh0yWJB9vol8ZZI51Mph12G9lfLd4RUsh+XbIolAUyEAaR1rvIQF30FOG3eWdj2Qe5d5w/inVYSSspIAZE0UPbXq6moIggBBEDBlyhTYbKGXmjGGAwcO4Be/+IUhjSTSi5bK04Dy3DdaVfDhSI5dh7RN1PE7dz13xqrKBcjcjtwuWa1GLvp5HOvjW4D6fAx7DgUUZeh+b1+obVJ9Gu43ucUymVkiWvPQ0unHZ4flx8g51U709DPsPOhDQKXMK2Um0fp+6U26SkSkouBvGJ53mfc6uU6qIm9lFM3c69atA2MMF154If73f/8XgwcPBgDYbDaMGTMG5eXlhjSSSC9aJycl5gu9BI2KYm1CUPzOXU+fJj0Lj8a3RWqhVLLYDsu34XBPEK1dfuzr8CsuEJrrEHC4R30CwER9ytNvPGMl2uTGIwTlOW0YM8SOofk2vPGZsufG055ULv48pEsoMypHVjy873Iq2pOKaFlCGkVC0OzZswGEND8zZ86kSKosQetkwBuS3e8LSlZ2VyJoaAk7BmJ37nrujLWE7/MgtVAqSf3/7j71WYzDAmTnCW2T+dYmD5z2UE4iALL95hKBq6bmQLTxWfmVpgooK7Bzff/caif6/eBe1FK1+POSLqHMqMSM0Sh5l41uT6qiZQlpVD29gwcPkgCURWhN4MeTcG1ahUM2hFlJnSSeayaqF5Uo4ZqePk1KywUoRWqh5F1Ed2mMogoLkOOHi7I1yqTwBIDXP/NgfUMfdrTJlz7x+IGjx/nbrTQRIO/3RxSKqCwJCW4tnQFZP6dUJMhUQrqEslQUWlbyLhvZnlT6XBHSKHqrXnnlFfz2t7/F8OHDAQD//ve/MWfOHEybNg333nsvPJ70RV4QxqHHZCCX5ZWniGavl2FHG3+uF7lrThvtilSZjy5oGb8L03NnrGX37JSxPMgtlDyLrZZlLV6AFG02TCzTvqPt9TI0HOB77kr7V2n24WTfD1ekryi2o6XTj/UNfdi0ux9b9nqwaXc/1jf0JV3YUrH4KyGdQpnR2aCVvstGtEdroAmhL9xP8Kc//SnWrFmDu+++GwCwa9cuXHTRRVi4cCG+/e1v41e/+hWOHTuGxx57zLDGEulDj6yxUnlgeOtZhUPFeScfudwzRoVkR9v6XWJIuOj3A31e5ZEt4T4GoCmTNE+YuNJpd8pIB4pybUlNP9NGuwBgQP4bo1CjnVCafTj8/R1tPuw6FMqzFK5IH593KYycSVfPrMx6BBZoyVqu9fpGZoNW8y7r3R6zOcJnO9wZo0eOHIkXX3wRZ599NgBg3rx5CAaD+Pvf/w4gJBRdcMEFaG9vN661BkEZo/kxypFPSZbnVGdlDTKG9Q19sr4B4TbJRX4JkBc2po4UUZhrH9DHevgRJDtHZbFdsTO5VBbkaOIzRg8ZJOCD/X749Yl2BpDacaHWuV2ujVrfL6MjGOXOZXY/F6XvshE0dfixZa/82JlZ40I1Z72ybCalGaPDF3j//fexceNGfPzxx5FjgUAAwaCOMxphSoyqAq/EkVntLklugUl2XMnOmGdx5Nl1fHE0gAW1A3fbeuxKk53jcE9QkRCkxCQi2myYNOKkySfIGOpb9fV7SJXJSItzu9zYlXu/pMaw3lnZlY61VGaFV0sqavPJYTZH+GyHe0R+//vfxxVXXIELL7wQGzZswA033ICpU6eiu7sbL7/8Mh555BFcffXVRraVyGCUZvRV6vsht0OVO85jrtAz8ktqsdRDEE10DqURdeOGimjpDKgSxA73BBOajeSoLXfg8yP+tJqMtDq3q/ULkxqjFcV2TRGMUhsAnrGWrtxCajCiIKwSUhEFR/DD/bR/8pOf4JRTTsHmzZtxzz334Dvf+Q4AoLW1Ff/93/+Niy++GCtXrjSsoUTmU1kiorY8iAYO52epXVL8hC4Xej+pLJCwZEH8DlZuZ6x35Feq8sKEsQkCqkrskmUugFAoOgNinpPSBUTNveU5BUwZ6cCUkY60moy0Phc1O3w5LUttuUO1n4keJiyr+bmkugp9NGbQRhEnkR3hwWAwkhl64cKFWLhwYczxU089Fdu3b0/4fYJQypSRDuw57EOfhBwktUtKNKHLTSVyi370DlZqZ6y30JJqdXiQMTR3SqtnHDYkTJzIa/IIC6i8maejCS8MWqJm9DDZaHkuanb4PFqWTw+qi57Ty4RltoSPPBhl2uch3doo4iSyPf2LX/wCTU1NePzxx2G3Sw+YV199FatXr8aWLVsG1BYjshte84NNEHBWpYt7lxR9XndfMGEotdZpl3cHq6fQkg51OM9u3icju0iZPNSUCgFCmqfpVS4us6UUeplstCTiVLPD53kuvA7m8RGMepmwUu3nkgmZltOpjSJOIisE/fjHP8b999+PadOm4Wc/+xkuu+yyAZqepqYm/OxnP8PevXvx5z//mQQgIkKQMew4MDB0ONqXIX4S4N0lqV1U1cCzg9WapTqaqpLU+07osUuXMrmoLRUS7belRWuhl8mGx5zhFGNrvSkR1OLfB720Jw4bcMIbRLsbEUd4vUxYqfRzMXsEWjKSCW5mMA9mM1wjZuXKlbj22muxatUq3HHHHRgzZgyGDRuGnp4e7Nu3D4WFhVi2bBmefPJJo9tLWIiWTj/eb/YkLPwZXrikFotoASnnKz8Ujz8UTp/Mz8coeHawSp27pWjuDOCMCpZSQUivXXr8oq3VYTzPadNFa6GnyUZOUFezw0+2uI8bqs/C7gvGFqmtLOZbfHn6I1V+LlaIQEuEVQW3bIC79ydMmIBnnnkGfr8fLS0tOHLkCAYPHoyKigoUFhYa2UbCgvDu/OMFpPjJrKwglIH3vSZlfj56omQHW1Fsh9MOVZFP0aTDiVQvTVa8MKXFYTzc97xai4Y2H0YU2BMKHXqbbOTMGUqendTi3tDmG7BZ0Eqvl3GnQ1DSH0b6uaQ7Ao3XBKc0MMOsglu2oLjnRVFETU0NampqjGhPVpMJdm5AnyKh4cmstSuQcHFIpXulkh2s2tDvRKQjOkypmSeeRAKjlvsImwV5z7HjgA87DvgSLrxGmGz0MGfwvC9yo0+t4C2XuFNpfxjp55LOCLTmDh/+3eKNCQpINMbUBGaYJXVAtpLWMK6Ojg7861//wtGjR9PZDFOgtN6QmdEjVLzXy9DuDhhacV0ONfWB9BRc0pEsTa5W0jlVLsnfJxIYtdxHc2eo+KjScyQqRGm2Gl1heN4Xjx+oHelI/lyqpZ9LMuRGq5r+sAkhwSfXERJeD/cEdamDpXcEWpCF5pimDr9kkdv6/R68s9c7ICoyfowlK4oq1xre4suEMaRNCHr++ecxduxY3HrrrRg9ejSef/55AMDOnTtRV1eH4uJiLF++HNFVPdQeMzuZVlFYL0HgkM55d2aOccAlI8+4RODcMc6kxVTl4F2s5dqRzmRplSVi0sKyagpKDhksqDZfhhcInqKeiQgXogwveEEWEiZyHbHf06tAZyLkFtsTnPXkBucIip8LDxOHi7oWCG3p9OOv23tjNnR/3d6reR7L4WwKz/d4N53NHT6uFBr+YFDThs1MqQOyjbQYIo8dO4bbbrsNW7Zswamnnoo//OEPuPvuu3H11Vdj/vz5uPjii/H888/jBz/4AdatW4elS5fC4/GoOmZ20m3nNgKzpXuPVlvbbDZJc084FFstvCaXaRUOScduLRoJPcyqUmYeXpNHuB0H3QFN5stebxA2wa7K6bzXy7CjzYfPj8ZlmXYIqC0XUZCTvPirHvA4xHo4F0CPjyl6Ln3eIOpb5fMHlRfZceZopy4mrGS+TX0+aPZ/4R1Dct/jda4OMoZ/t8gLNr1ehj2H/Jo2bMnmzExxkTAzaRGCenp68Oijj+LUU08FANTW1qKrqwsbN25Ed3c3HnnkEeTl5WHVqlW49dZbsXTpUtXHzI7VMq3yoIeDrUuEJm1ebbkj4QJntPMmb5RMZYkIQRB0b4deUShyk6+cL4ye6Qv6vxISkj07ORLljur1hRyOZ491GfZeyWZ5HhnElHIHcjg3DTzfi34uQcbQyLE4v7fPg7MqtWvBgozh/WZpIfX9Zo/khk5q3CVK0pkIqe/xbDq3ftXGwz1B7mv2eNSP82RaX4ooSw1p6cmKigpcd911AACfz4eHH34YCxYsQENDA6ZPn468vDwAwNSpU9HY2AgAqo8lwuPxwOM5+bK63W79b5ITK2ZalUOPUHGPH9h5ULn6nGeSMDpJGa+gpXc79Aof1jr5askJlAhX1OIf7rMdbb6Ewo1SkmlZte7AeRbbhgM+fH7Ezx0Cn+dUZh7lfQ/10NIAwCF3QDaCzesPfW9E4cDryI07PaL7eP2vdrT5UJDL39/5LvVzRyKtr1VTAViRtPZiQ0MDLrjgAjidTuzevRs/+9nPUF1dHTkuCALsdju6urrgdrtVHSsuLh5w3QceeAD333+/sTfHSaZWFFa7a1eDSwSmjXZikNPGvVgZnaSMV8DRqx16mVW1Tr7+YBBbZbQBShmUYPH//Kg+fnKJtKypqqUFfKWROuCTje5S6yMWeQ9bvOiV2UhpNbu3czr3tvcEMSIuqwrPuKsotmuO7uPdTO465MOssXzO5i4RGD9clNW6xUfiReeUancHIvPEkMFCxrlImJm0RodNnToVb775JiZPnoylS5dCFEW4XLEDLycnB729vaqPJWLFihXo7u6O/GttbdX3xhTA4/Bp1YrCYQfbaRUO+S8jlNFWDR5/aKEsKzDXpBAWcKpLRcPbpsSsmgxeQSpZFE1Lpx9/+biP24TAQ3jsRzsX7273GVaoVi5IoblDXY0uWWSGhhYfscoSEeeOkY6KA9IXpcQ77gBoju7j3Ux6A6FHwuNofnalE6LNJtu2mTXOAU7tAAY4aP91e5/md5ngJ60rqyAIOP3007Fu3Tq89NJLKCkpwZEjR2K+09PTA6fTqfpYIlwuFwoKCmL+pQuzhu3qhU0QMKFsYGhvPC5Rvi6VFMkWHd4wWKujh1lViyAVFh6U5qqRi5KrG+1Ea1cgZqHgcfYFgNGcGZHDCyPPYrxlr5dLEFKqufX6Q35sekZpRdPPKZhqMbsP59yoxX9PybhTE50YzbB8G5ycitd+v7zQNalMRFVpaJMn17aqUkfMpiicAy3+3nk3EVZykTAzaTGHvfXWW9i4cSMeeuihUCPEUDMmTJiA3/3ud5HvNTc3w+PxoKSkBHV1daqOWYFMryjM45swplTkzmCbiESLjhqzRrQviEsM7Qb7/VDtF5KqyA49zKpqBSkeh9h4pox0YHi+DQKAL48FsK/DnzARHQDV/kWnDBNx9IT0AhutZeVZjBmAd/Z6IQiC5HupJjigIMeGBbW5hoyZVJjdywrks6W7xIGZtJWOOy2+dDZBwMQyBxra+ATZsgJ7wrnZJYY0QGEBKIySyEmtOdCs5iJhVlSvrs8++yxefvlltLa2Yt26dbjnnnvw+OOPY8iQIbK/nTBhAq666iqMGzcOl156Ke69917MnTsXl19+OW6++WY888wzWLJkCVavXo05c+bAbrdj1qxZ6O7uVnzMKmR6RWE5Qc8lCqqFoETmQjW+LXIRTUqdg1Mp1OqRDVntQsnjEBvfjuJcAf9qGriwjCkVUVEsRtq5vqGP/8Rx1xheIB9WH61lVbKzlvPJUBMc4O4PwiaIhviq8YwPlxjK6aQWmyDgnGqXbAoKPcqZKPWli96QDBtsU+SDpXRu5mmb1oSyVnWRMCOqevGee+7Bj3/8Y4wZMwYNDQ2RqvLLli3j+v3IkSPx5z//GY8++igmT56M3t5e/OEPf4Aoili7di2+853vYPjw4fjLX/6C1atXA4DqY1YilT4k6UAqCZ/aZHjAQHOhGt+WZL4g0fAmrzQq+aWUaU8Ps6pa/zReh9gwVSV2vLN3oLDp8QO7Dvnh8Yfy4WhZKML3GjFROOTNJ0p21jw+GeFrxydmTEZDm8+wxKg848PjBzZ80q+pDUr6O4zRfpHxiRFf/8yj2AdL77lZqynLyi4SZkNgKpKxDBs2DP/85z8xadIkFBcXo6GhAV6vF2eeeSa6u7s1N6qtrQ319fWYMWMGhg4dqssxKdxuNwoLC9Hd3Z1W/yA1ZFIyLTWh1U4R+MbpeTH33O4OYNPuftnfzp2Qg7ICO4KMYX2DvDNimDxnKHNvsuKJcueS+n0yeDVLRoe3J1rIPv7Six0c4eqiDZhR7UR9q7Rjc7h/WjoD2LJX2XhI1icftHjQF9XEXAcG5MZROg5m1rhQXSrfp0HGsOOAj8sE4xKBa+LGs57w5m/S6oekdF5SM+54kDtvvEbICG1tor443BPkmqNcImTrlWU7WtdvVT1ZVFSE/fv3Y9KkSZHPOjo6MHz4cDWnG0B5eTnKy8t1PZaJZFoyLTVh9V4/BoQ4K/UxUKpxkEpeaUTySyWmPa1mVTX+acPzbdjBce5ThtnR62Xc/cOrmZlW4UCuM3HmZyUZjG2CgKoSu2yZhDC87bMJAmrLnWCM4ZMD0uf2+ENCfFmBMabxyhIR5UU2/HW7dBSf1hBspeYqI/wieTTCdhswZ6wLHpV+f3Ikm6OnVTi4zNdXTc3B0eMsJnz+6HGGpg6/5Te9ZkHVSnnvvffiqquuwoIFC+DxePDoo4/ipZdewn333adz86yNkVqaTE2mFb2It3T68dlh+QUpXuhR6mOgRjWd7DetXXwLqJIij0pzhmjNPaRUkOJxiAWAT9sDAPjCx/p8DJUlfHlhJpQ5kmrllPRdS6efWwBSY55hnBXU9hz2D/CX0nNzc/Q4k41ASkeWer39Ink2JH2+0PtSXar/fUrN0e/s9WJSmSg53upGh0LvywpOnm/DJ56M2fSaBVVG1iVLluD111/HoEGDcP755+P48eN4+umncf311+vdPstiZFV4rflczE54Eed9seOFnmH5NjhlfuoUEVnE1ERZHOsLDvDLCTKGfR36ahH0yP+jBiU+EGGHWD3JdQhcfizTKhw43BNM6CelpO+URusY6ZOxvytgaDFlM2ep19P3Jp33yTOemjsDmFXj5Ar3z7Qi22ZCtfg4c+ZMzJw5U8+2ZAxGa2kysd5YIjRFPMnMa9HTjppw5h0HfNhxwBezE+OtNeSKEsDkMPOCFU1liYhZNQzvN3k15XsCBkbmJDOTVJXYB/gXRT8PJX3HaxJ1ieqL7JZxmg2l0CNTcKZmqY8nnffJO0fnOOTTImRikW0zoWolrq6uhpCks/ft26epQVYnFQPWKgujVniLkcb34+GeoKxpxuMHdrf7IqYUtbXOogXbIGd3jykVuZ+9VRaslk4/6vf7NAtAQCh6LLp/EplJ+n1BvLN34HsW/TyU9B3vu6LF9DC8wA6nCEXpBOLRY3OjZHORzsALrdfWI22EWpTM0XLm62zZ9KYLVW/zunXrIv/f29uLbdu24Xe/+50lw9L1JhUD1ioLox6ocZjknYDqW31oPOSPnGdWDcOWvV45JVJCtu33Yka1fGkCAKgo5n/tuPK72AHGGIKMpWUnqHfB1C+O+nFGReIQZSAcxSV9vW37vbhqag73IshrTlRaxDQamyDgnCrpPDo89HqDANQvdjxC/7QKB1q7AmkLvNAj6EPtJkoP9Jyjs2XTmy5UjeTZs2fH/H3ppZdi0aJFWLZsGRYvXqxLw6xKKgasUTscs4bbK3WYVJrvJaw5CGd/TaRh4DlPuNaQns+FZyL3BIDXP/OkxUlSj8y38SSqNB49Nvu8fBuNo8cZ9yLIaxLt92kTQMJCfaKQ/ZEFduztkHcc79dhsZOLxNza4k2osUpF4IWe7gTpysav5xydTZvedKDbCKiqqkJzc7Nep7MsqRiwRuxwzB5uryTiachgYUDFZjnCJsqqUgcEQVAUph8mXGtI750nb+qAdEQGas18m4zoSuO8uW3i6fMxVJfyLYI2IRS2LCcA17f6MLqE35yZiGRCfVOHn0sIcum02FWWiGCMJbxnOZOdUT4oRrgTpCMbv55ztNFmPbNuflOFqply6dKlMT5BgUAA27ZtwymnnKJbw6xKquzQlSUiJpUFsKvdH7PYCwAmlomKFsFMC7c/epwpNmlFmyjjJ80+b5CraKdUrSGtAmW4Te3uAN6RKVSaSidJo1XwWkxt4Y0G7yKY45B/J/XyvUgk1A/iNLXxfk+OIGPcxWjjMcoHxSh3Aq1pI9SglxbKSLOe2Te/qUDVXVZVVcX8LQgCZs+ejUWLFunRJkuTKjt0spwmDEBjux9DB/OFmKcq8kBut6HnbkTtwhz9u3gflMZDfm7B1qidp00IhY3LOX1HLxJG7/KMUsEP/8opV62pLX6jwbMIptv3ItWOvFq1eEb0Q7qfgd7oNRcYYdbLtM2vWlTd4cqVK/VuR0ZhtB1aT8HFiJ1X/MLb7wtKhjLrvRtRuzAn+50awdaonaeSRSIVuzxeXxqnHagZImJUkR2bZTRZ4UrjWhbpaRWJEyhKkW7fi1Q78moVJIzoh3Q/g3j02EToNRfoubmisPuTqJoJ33vvPdxzzz1obW1FfOmxbA+RD2OkHVpPwUXvnRev/0Z4tzGpLJBQo6VlN6Im74/cDjtdDpbRBFnINMeDuy+IhgT1vPTe5fEs3LXlDkwZeVIoOacakt+fMDzkoK5lka5v9UH4qoAqL+kMqQ6TynGmRZAwqh/M8AzCmNFUpJdARWH3J1H1JK+77jqce+65uOeee+B08oUFZyNm0AbIoefOS43/xi6ZMgVqdiNq8v7w7LDT4WAZRolzcJ5TwJ4j0r4eeu7ylC7cke+3eNGbYIw2tPnw+RE/xg1Rv9DEC3s8O/p0hlRHk6pxpmazEMaofjDLM8h0U1GmmR21oOopdnd34+c///kA3yAiNegpuPBMhNElJpKh1n9D7hVTuxtJtjDHR42pcVJM9c5IqXA5bqgoW7G818uwu92XtPCoUpQu3OHv72jzJdVYNRzwcdUkk2Lbfi/YVw7AigS0NGsAUjHOeASOVFRZjyfdzyAbTEVmMzumE1Wj6c4778R9992H3/72t3A4HHq3iZBBT5Uxz0To9QOtXQHJyceoUGlA/W4k0cIcrsJslXBQJcJleJHgzVwdHRmkxwIT70zOIxB9flQmFlvjowkXq0z0ebIdvd6aGDOHIMsJHOnSfKZT65oNpiIzmR3TjaoZb9++fdi4cSOqqqpwzjnnoKCgIHLsySef1K1xRGL0VhlXFMtXAZfb+RipNtWaUyl+oiorSPJlndFj8eMVLqdVOCIlQNrdylUneqr5eX0peO7N6w/5FO1q92nSCCUj2bjWSxNjRr+SeOQEjnQt9OnQugLZYSoyi9nRDKgOkf/e976nd1sIBeipMuaptSW381ErqMglNbTqbkSPxS/IGA5yCjS5zpOLlhZfD61qfiW+FLyLSEGODbPHuvD6Z/qV5ohul1E7eiv5laRL4DAj2WIqSrfZ0SxQiLyF0UtlrMfOR+3CO7FMTBgdFiaVuxG9zBZ6LH5KsyTHT8jjhogJfW3k0CIUKPWlULLYaBHs5DjoDsQ8az3GgRX8Ssxspksn2WQqSqfZ0SyoEoJ8Ph8eeughvPzyy2htbcWmTZuwdOlSPP/88xgzZozebSQk0GMHp8fOR20l9qGD7Zg91p723UhLp39AtFKeQ0BdpbI26LH4KXWEjp6Q1ZaYiEatml+pLwVPeRMBoTIoascXDzsO+LD3aKiQLqCfdtVsfiXRQo+7P4jPD/tjx3uWaQCSkW2momzXAqoSZb/3ve/hr3/9K2688Ub09PQgLy8P06dPxy233KJ3+4gUEN75SOESgRPeINrdAQRZ4sk9pF51yZ4rmrBAsKA2F3Mn5GBmjQtzJ+RgQW1uJLS53R1AU4df8tpaCAsd8eHavb6Q5qalU8Z5Nwoli18i1ETZhSfkyH0kuX5NKd9Ep1bNr1SjyFPehH31PSD5+HKKoSimaPKcAmbVOLnHYlhLl6j/wseUjAOz+ZW0dPqxvqEPm3b3Y8teDxrafAPHu4r7zFSSjbU8p4DZY11ZLyhmEqqe5F/+8hd89NFHqK6uxt133w273Y4777wTU6ZM0bt9RAqwCQKqSuySZimPH3hvX2hxltoxRqtXD7oD2CFjkoneDcfvRlLhVBpkDO83SWsXtjZ7uM0WWhc/JVF20X3BIzwd7Aki14GY6uWJzqlWza9Uo6imr5Kp7wEkVOkLgqCb9kiJ+cpMfiVKNYvpNtOZBTIVZQeqZruKigq88847MZ998cUXqK6u1qVRRGpJVocsGXI7xrB6tSiXb3glWgyTaTX03q22uwOyTuEeP7gjrrQufryCwZSRjoi2DODXQI0fKp3SQouan0ejGC1kKemraI3g4Z4ghuXbUF0qoqzAHqmpVlZgj/kMUKedTIaUBi8epX1hFGo0i0ruM9NJNq6IzEHVdvoXv/gFrrrqKvzmN79Bb28vfvSjH2HLli14+umn9W5fVpJKh0UtRSrldoxqBYJUOpUe4pzsD/UEMbJQ/ntanSp5+2xE3ITMHWmVG4q0MkLDptSXgrev+n1BrG/wSLZX6p0J7+gb2nyymkk5ePvZLH4lavN3WTn8myCUoGrGu+SSS/Dpp5/i+eefx2mnnYZRo0bhwQcfJE2QDqQ6r4iWJIdyjp1qBYJD7oDpnEp50br4qe0zJQJnWYFdVs2vVhBXEnbL01dVJXbZZIeA/PVsgoARBXbNQpAS85UZQpDVCjNWD/8mCF5UvYXBYBA1NTW455579G5PVpOOvCJad3xSv1cjELR0+mV9dHiunYhEC3tZvg07OH5bpsBsoWXxUytEKRWepCJCtAriSnwppPpqWoUjJqt1It5v9sCbwDKa6J3RGmavxnyVbr8SNcKM3H2qFZApJJ8wI6pW1GHDhuHKK6/EwoULcdFFF1HpDB1IV14RrTs+ud8nW+RcIjCmVIRLDPl7REc36XXtaJIt7NMqHHCKSLiQhhFtwHAVtcvULn5qhCi9zC96CeJKwm6T9RVvRmkpot8ZrWH2as1X6QxBViP4Sd2nWgHZCpmziexEYEx5zPHOnTvx2muv4bXXXsOOHTtw0UUXYeHChbj00kuRk5NjRDsNxe12o7CwEN3d3TElQFJJuzuATbv7Zb83d0KOrhNqkDGsb+hTtTvOcwpYUJuraBe4v9OHvUcD8EW54kTv+pVERvFeW064miSTsBFAWsJi1eyctSw2PGNBSb9rpanDjy17tUd2xb8zUn0E6GO+MpPWg3dzIXefcudJ9o6o/Z2emOl5EPqidf1WNfJOPfVUnHrqqfjRj36E3t5evPXWW/jjH/+I66+/HsePH1dzyqwnXXlFtOyOleyMbYKAL4/5sfvwwCirZEUulVw72STHo2Fr6vArrp0mdT29Jls1GgQtGiitCf70Xmj08kuJf2fk+kir+cpsWo9kmsVcBzB+qAMFuTbZ+1SrqTZD5myzPQ/CXGgaAR9++CE2btyIv//97+ju7sbtt9+uV7uyjnTmFZEyv1SV2NHcGdA8gTR3+BSF4SfDaQfOqY7dOUpNci5R3hQglTcnTPTin+x6evWVVuSEp2TCihZB3IiFRq9SGYneGak+0mK+Mmu9MK2+SWoF5HRnzjbr8yDMg6qnv2TJEmzatAnDhg3DwoULsXbtWpx66ql6ty2rSHe9GqlJ8oyKk4umSwyVMuj/KncOz0QaZAz/blEXhh/PrLEujCyMFYCkJrmJw/Wb4Pp8TPJ6iYS8cDtm1TBUlabfd05KWFEriOu50MQLaNMqHIq1hNGEy26kAjNoPRK1SQ/tHK+AHF+HLZ2Zs834PAjzoWqFmDBhAu69916MHz9e7/ZkLWbIKxK/Aw4nqAtPoAIY/tXkk9ztJ5p0D/cE4dEht2Ge82T7gozhkDsgG0m2r0O/EgAuEfhXk7oFectXC3k6BSE5YSVcZkKJIK7nQpNMQJtUJibUsPEUiQ2X3ShLgatfurUe8eipneMVkKPrsFWWiGnVcJvteRDmRJUQ9JOf/CTy/16vFw6HA4wx2GzWr6qbTnijglLh5MdbiJMnX0tlsT4TTHSNLN4ioR5/SHiREsJyHYAAYUAtpWjynKFin2pNMwzAO3u9EAQhLep3HmGlvtUnq3mJF8T1WmjkNGyzapzIcdhixnxLJ18W71Ql/jNTvTC9zUBKTJPR16gotqdNw22m50GYF1Ujr6enB7fccguGDx+OvLw8fPLJJxg1ahQ+/PBDvduXdVSWiEmLiQIDCyFu2t2P9Q19uhY9lCvEmYj3m5MXn9x1iK9tLhEJi15GFy1U07YxpdKT/VmVLtRVOiW/UzfaiX4dunjbfq8hRWDl4BVWchw2RYUj9VhoeAW0+FIZZqrPpeQ6RreHVzunZBzahJBpUgnhNoSj7pJhlIbbLM+DMDeqtqRLly5Fb28vnnnmGXzjG99AUVERbrvtNtx6663YunWr3m3MOpI5ZqbCyU9tGQ25fC0CIFsx/OxKJ6pKHRhdIqqO9EpERbGIYfl2WQ3bpLIAdrX7Y9opAJhYJqKyROSuHyZFvFYkVaG7SoSV6lJ+J1o9Fpp2lRnC0+1HF49Z2mOUGSjHoazd4WukK3O2WZ4HYW5Ujb433ngDO3fuxKhRo2Cz2SAIAq6//nqsWrVK7/YRX5EqJz8tZTSkkDvjpDIx4i+TTAhU07bwJGcTBMmFPVkRWQagsd2PoYPtXKp9HsICSSpCd8NC1rE+vhppYWGFN0JK60KjJUO4Uj86owVOM/j1AcaZgdSYjU54g2h3A0EGnFvtBEPINJ2KXD1meR6EuVHtGP3000/jnnvugSAIEAQB77//PiZPnqx3+4ivSJWTn5H28YnDRbR0xe76XeJJDZARbYue5JIt7PwCZq6mjMNhch3Js2PrqdVT4jsValeoL5o6/NyLlJaFRo8M4bxahlTlijFDvTCjzEBqzEb1+70x/njhfjDSETle2J1V4xyQiJXyBBFhVI2AX//617jsssvw+OOPo6enB9deey1aWlrw8ssv690+4iuMdPKLnjT6vHwaAzVUFIs4c7RT9W5cySQsAJhZ40RFsT0mwi3R9XgFzIY2H0YU2JNOqlXFduw65JfUeuU5BQwZLGDDJ9KLv1atnlIBAwACQeCNz07+hnehULPwKzVtSmmT5HLgpDpXTLrrhWnVziXSmAEAY0w2qWg88QEJRufnkSqPE+9YTxogAlApBNXV1eGLL77Aq6++ira2NowaNQqXX345CgsL9W4f8RVG7O6CjGHHAR92tftiJjYe/5145CbHaLOU2l2gkggVBqC7f2AZiEQLM6/guOOADzsO+CQn1SGDbbLRVUePM0O1ekoFjHDttPjnF53jSG4BUbrwKzVtypkttGv59M0VE90efzCI3e0+9HgY8l0Cxg8XIRoYSatVOxcvRDjtAAR5vz8lGNHnUsLuO3u9mD3WhWqZIAki+1A0Io4fP449e/agoqICQ4cOxXXXXRc5FgwG8fLLL+OKK67QvZHZTHhX1usNyoZ6K3Hya+n0J63ArUQAconA9CoXABhqew/3Q+VX2hYeGtoG5pBJtBNVquaXmlSrSh0QBCFpiYIgCyWU44FHOEuWl4lHwJgy0oGyfBve2+eFV+Kpb9kbe1RKCOQV2ngFT5cdmF6tvrZUunPF1O/3DHC2/7DVh4llIqaNdul+vTBqtHPJhAglmh9APiUFoH+fU2JEQi3cM8vrr7+OBQsWwOsN5TpZu3YtlixZgv379+N3v/sdfv/73yMQCJAQpCNKfTp4BQ01ppJkTIuaUKXqEwUZf4bpRO1V0g88RE+IasszJJtU47Ui7v4gPj/sl03sF4+ccJZM9c+bl6koNxTUIJUfCRgoFCeq9ZZocZVyROYVPGeNdWFEofrdeypzxcTf75ddfjQmENjDzvYADBeEeLVzaiMvnfaQ2dkmCOj/yuG51xvEu/vkz6Wn/2G6hV3CunDrZFesWIG77roLHo8Hf/rTn3DXXXfh8ssvx5gxY/DPf/4TDz/8MFpbW7kv/NJLL2HMmDEQRRFnn302du3aBSBUob6urg7FxcVYvnw5oovcqz1mRZTkw0mWwyURaie7pNeOWszicxzVljsgQEDDAV8kp9ELH/Wi4Uv+HCVq8gLx0Otl2N3uQ5CxiPlAzTkO9yT2oQprRWxCSCMlJ2jEI6fVS9YvSvIyHesLcmul5Ahr2ML5quTyWYUFTylcIjBURfhyONN5U4ef28dNa66YRPebSACKZle7H/6gcT54wMlxGJ1fKRFqo0K9AcBus2FEoRi5Rp6T75npmZ+HEiMSauGeYT799FPccsstAICFCxeit7cX5eXlaGhowDvvvINvfvObcDj4kmnt3bsXS5cuxerVq9HW1obKykrcdNNN8Hg8mD9/Ps4880zU19ejsbER69atAwDVx6wIj6DiEoFzxzgHJFOUQ+8Q+Pf2eWMSNYY1K+6+YMLF3xsAGg748MJHvbIJHv3BILY266OxSkR9qy+yMIfMBwOTBMqhNQlgMqS0ejz9wnMXYR8nPdm234vmDl9SAS0sKPEInh4/sOGTfkWJQOOFkfpWn2xfaM0Vo1ZQZwD2cAqsRqNFOIj/LY+Aq3d+HkqMSKiFexR6vV7k5+dH/na5XLj33ntVhcXv2rULq1atwje+8Q0MHz4c3/3ud1FfX4+NGzeiu7sbjzzyCGpqarBq1Sr8/ve/BwDVx6wIj6Di8QODnDbJ3V0i9N4J9foSaAC298mafrwBxPwunpZOP/66vU9VzbGaUn51d/TCHK3JmjKST6CXmlTV5jWS0urx9ku69ru9XvliueFsxTyCZ7yGSYpkwohcX2jxV9OqWe3xmEMzoUU4iP8tj4Crd36edAheRGbAbWxnjOG8886D3R5aYNxuNy677DI4nbGD/aOPPpI917x582L+/uyzzzB27Fg0NDRg+vTpyMvLAwBMnToVjY2NAKD6WCI8Hg88npM7abfbLdvmVGKkalfJZBd2gN2234s+GYXB1mYPgsEgtuxTpllI5Fej1WdpRKEdBxUKINHtKCuwY1i+DXuP+jVlm+V9PlNGOlCUa5ONqFLaL4nyMqUCJU6xlSUiyotssoKdnFMrjzASH/WoR64YrZrVfJc5NBNq/eKSvQOpzpdEiREJtXCPxKeeesqQBni9Xjz88MP44Q9/iH379qG6ujpyTBAE2O12dHV1we12qzpWXFw84JoPPPAA7r//fkPuRw+MVO0qmezCk5VTFGLyxyTC44diAQhIXEZCq89SrkN+QpRrBwCMGyomjDCLHB8i/frwPp8RBXZZZ001/RKdl+mgO6DY9KUmVQIv0QLi0eNMczQRjzDCAEyrcCDXKS9wRiPl4K1FsyoAGD/cHCHbPEJEIqQEi1TnSzJDokrCenCPihtuuMGQBtx7770YPHgwbrnlFtx7771wuWKjJXJyctDb2wtRFFUdSyQErVixAnfeeWfkb7fbjYqKCh3vShtG1rzhmezCYe/hSUONSUoJ0QuJHj5LDMknRClau/woK7BzR6M1HPDh86P+pBOsns9Rab/E52VSo5Xq9wUlcx4lgic8GgByorpLD80n7zlynTZFuWLkMk1rMSNNLDM2X5BSkr0zLjH0TkWn0+AVLLTkBVNDuhNVEtYjraLx66+/jjVr1mDr1q1wOBwoKSnBzp07Y77T09MDp9Op+lgiXC7XAKHJTBit2k022TntwMThDkwpd8Sc22hnwujz6+GzFF6EwxPi7nYf6lvltSC7DvkhCEhYQywZUhlw9XyOSvulqsSu6hnGaqXsCXMeSXF25cBs2ol4b58XdZVQJEhIfc8I7SlPpmk19eTCRXmNDI9XQ5AxuEQBZ4xyoN/H4HIIGOS0RYR0qwgWqRa8CGuTNiFo3759uO666/DEE09g0qRJAEKZqH/3u99FvtPc3AyPx4OSkhLVx6yK0apdJTsmtf4CPMRrQvQQuFxRXWMTBEwoc6DxkLR/T5hdCgSgaKRyBunxHJX2S3NnAGdUsEh71GqlEo2Tfl9QshaTIAiyZpWwQz2vIOESgd6vinEmGqe898c4a6PpWU9u5hgH+nyIyRhtEwTZci6pRErjFW4XCRZEJpIWIaivrw/z5s3DVVddhSuvvBLHjx8HAMycORPd3d145plnsGTJEqxevRpz5syB3W7HrFmzVB2zMskEFQC6TKC8Oya1/gI8xFf5VlOfKJ74nlDSfrVinpTPih4qeqWCaHx7tGilBo4TO0aXiEnvJyz4fdDikXWo5xUkPH5EEvAlEiB57s8fZHidszaakuR7SgXdVBVz5UVNbTUpPymCsBICS0NWwQ0bNuDqq68e8HlTUxO2b9+OxYsXIz8/H4FAAJs3b46E4W/YsEHVMTncbjcKCwvR3d2NgoIC/W7UAJROoHpOVi2dfmxt9ujiI8RT5VstpwwTUVkiDrjXbS0e7kSCaphZY2xtovr9HkWmuvj2JKsVZ9QCfKDbL+tQDwBzJ+Qo8sUKkyiVQKJzyPkpJTpPU4cfW/bKtz26j3neNbkIP96kp3oRZAPr68WT5xSwoDY3piCtmYQ4IrvRun6nZcReddVVSTM6V1VV4fPPP0d9fT1mzJiBoUOHxvxOzbFMQemOTe/JijecWY7akbF+R3qW8QCAzw778dlh/4B7rSgWDRWCjPSdCjKG5k5l6jF338lsxInGgl0AqkrtOLvKaYiDLu8YCecAqii2o7woB3sO+dHjCWLf0QB8EgmVE5kg47VuLhF4b5/02Ep0HjU+RnKaVTPWt1JabkKN1oggzIwpR2t5eTnKy8t1PWZ1lE6gRk1Wos2G6VUuVUJLIgHMyKzQ8VXQeYrQqg0Ll4ry0kMbpyZqruGAD0V5oTYlel4BBuw9GkDrsT6cU6W/BsLFebqw0OoUATB+U2gyE2S0MBIyGys/jxERmmasb6UkMs+MQhxBaMWUQhAxECUT6LB8m+6TVfxCPmGYHbsP861WTjswscyBKSNjo870NK9JEV8FXYryIhu+PKa8nlMyfxq9tHFqo+Y+aPFAkCkc4fXDkF280mXQq2IcyPWLlvB7uTxRSiM0zVjfSonGy4xCnBGQv1N2QUKQRVAygeo9WSXzs+DFGwgVES3KtcX4ABnhaJ0IJUtKZy/DrJqBYd55TgFVJXY0dwYkBZroCdTdF0xYPkSNNk6tqS2kBeHrAb138f0pKIsl1y9qzFpyvklqTcpmrG+lROPVwmmOtXKRUvJ3yj7oqVoEJROonjvOZMKKGu1NeJEN/78Z6fWGTGcLanNxyB1A+1dV4ofnh+q0nVGRPF+KUsdeJUKHkWkKwvR6Q9XXRxbqMy0YvZjzmKOUmrXkhPN4fzYlGJkEVS1KogbNKMTpCfk7ZSfmSVdKSKKkQKBek5UeJSyiCWuf9K5krzd9PobWrgDea/JGKq2/8ZkH6xv60NoVQFmBHdWlYkzxWjWVxMP9wcu4ocZPwO9wFivlgWfMaiE+vUK7O4CmDj/a3QEEGYto5SqLpbWd4fPwjPfPj/oTXouHdBQW5SFZIdv4Yr6ZXKSU19+J91kT1oHEWougZMemx44zyBh2t8tn/lWKFVTlPGas+AikD1rUmfZ4tXFq0wfkOgABAno5+90b0M8/yKj8UjzpFZx2AEKsn5FcAVVeM3J8dKQSc4lZ61vx5LLK5CKl2eLvRAyEhCALwTuB8kxWo4tsaGz3wetnEAQBZfk2DC84GVmmV86eeFwicKxXueNxqshzCthzRDqc6P1mD7a18AsWUshp4+TMM0MGCTh6Ink7qktFDB1sVyyI6OUfVFkiYuLwgObUBC4RmDbaGSnjIJdeIVGEWbiXJg4XUVE8MI8Ur4AebwpWai4xa30rnuSpZhXitGJGp3UiNVhzxGYxUhNofFRDIgff8G44FNl1cqXYAcBhB0YW2NDSZZyQ8u5ejyEOs7XlDnx+2K9ZMJGLCAJC2gX+eLPk8Gjj5FT0HRICEBAun+HE7LEuvN/k0Rx+rgY98jNNTxDCr9Zc29IVwJkJNBZafVmUCI5Wrm9lViFOC5nu70Qkh4QgC5JoAm3p9GNbizdGCMhzCJg22oEchw2tXX7sOuSXXLp9ARgqAAHGRAzlOQUU5gia7PXhnWwwhRs9OdMBj4perrnRpR0qiu3Y0ebDzoM+BDjuU69dL69Tt8MeEtJ5s1mr9S1LJuBpdT7PJnOJlYW4RJjRaZ1IDSQEZQBJoxp8DO/s9WLqSJE7vNWKVBbb8M5eZRoBhz1UosDjR8xOtt2dmn6aVSNvOtBLCAmfxyYIqB3lxLB8W0wNrWTotevlMc/WlofySAH81cq19E+i3+rhw0TmEmuSyf5OhDQkBFmcIGN4v0l60v7kQAoStqSRz48oF1xmVLsShoIPGSzIZpXWgxyH/I5SLyEk/jzDC+Srtqd611uUe1LY4dUwaOmfZL9N5vPCOybIXGJdjPB3osSL5oeEIIvT7g5oqrieCfgVWPCkJrSwQ7jRAhAwUGOQaLIcMliA085fRiIRiYSZVO96jSq3oNZ8JSfgJfJ5GTJYwIZP+k0lOBL6o6e/EyVetAb0JCzOIQV5ZqyGaFMm4PAwrcKRVACSM4PkOoBAUJtQcvJc0hmKRVvI3yeg8f6TCTN67Hp5d7lGhR+rNV/xCHiJfF7IXJId6OHvRIkXrQM9BZOTrepUhw2oLrVhzxF9paD6Vh9Gl4gxfcijqXCJwNW1uWg7FtSc94YnQ7FS4S9eY8QjzGjZ9SrZ5RoZfixlvmKIzROkdReeqeHhhL5QoVlrQW+tieFZaMrybdiRrgYaiC8I3QUgILHGgUdT4fEDR48zVBTb4RTVFfsMoyRDMS+zxrpgEwTFwoyaXa/SXa7R4cfJhDmA38la67VoMSPCUOJFa0FCkEmRW2hm1TBUlTowvED7omxl1JioWrv8MZOP0uK0PH1tEzAg3N4lxua70bN8iNfPUFVq/OusZperNPxYjfYzmTBnxCKTaeHhhL5Q4kVrQUKQgag1ZfEsNFu+CgmvKnXgnCpXyiqym42qEhFOUZBNcBjNrkN+DMu3R4QRXg2ESwQOcobQhwUg0QaMLLRj/LDYWmOAvpPgO3u9EATBcJOMml2uEkdsciYlrA4lXrQWNKsYhJbJnDdJXnjhy2bCmYiVOlFHayt4NBUuEXhvnwd9/LIWgFCb9ncFUF0qDhCA9Z4E32/2GO5noHaXy+NPQ86kRCZAiRetBc0oBqB1MleiIdi23wtGlY0VOxJHayt4NBVaw+YTOUJqzVAcj9cPHHIHMCJB/iO90LLLlSv5Qs6kRCZAiRetBYmiOsM7mUuVeFCiIej1MsXaCSJEtLAZ0lS4kOeM7fs8pwCnDjJFWOiKJjxZ6km7wSkTwoKbFAKAfl/idoT9aapLQwVMD/cE0dThx+52H7eZzWwEGUO7O4CmDj/a3QFN5VuIzEBqPpk9dmAdPCJ90JPQGT0iA/TWEBCJiRc2E2kqGGNcJSZ4OOgODNCAVJaImFXDsGWvHiVZjYdnlxttqk022Td3+PDvFuWJKc3mTEo+TEQyKJLQGtBbqjN6RAboUcOIkMYlIqFNPj7yp6lDv7C7HQdOquyiF8qq0lDNLKX1zxIxPImfgZ75pngFt2Tmq/r9HjS2q+vXZFrSdOTTIh8mQg6KJDQ/9IbqjF6RAVbTEFgNjx9o7QrILlJGRXDEL5RVpQ4IgoD3mzyqM1K7xMQh4UZoK3IcNu4K9tFtau7wqRaAkjmTpkMbYyYfpmxNqEoQekBCkM4MGSxAACQXCOGr78khCAIcGmtHEcnZyhFNZbRpMn6h1PKsp1e5Ik7G4UXR3RdEw4GBTmNqtRXhc7d08gky0RrPIGP4d4t6bVciZ9J0aWPMkhCPzHEEoQ16S3Tm6HEmu0NmAPYc8iPXaUu6c5OrZWVEXa1sw+MHDhzzQbTbk+6ibYKAaRUOXUxViQgvlMPybaqzRzvtwDnVrkiYefyiKIUSbYXScwOxmrTDPUFVUXbJFvV0amPMkBCPzHEEoR16Q3SGd9Krb03sHwLwTe4kAOnDW5/7ACR/FkDI9KOEaRUO5DptONYXjPEDSkY4E7VabdPssS6MKEyeZ0cKXm2FmnPHm6+UCAThPkxHYVYelJi9jTBXmckcRxBWhoQgnVHjQxK/c9OznAKhjES7aCWLt9MOFOXZUFZgR26PwCUEufuCUJutIs8pYHiBXVMdMrn7U3vuePOVkszcE8ocsou3Um2MnsIIb0K8fl8Q6xs8upurzGKOIwirQ0KQzmjxIQnv3E54Sc2TCKcdKHAJONprvIAYvYtWIth6A8Abn3ngtAMThovIcwjolVmsGw74MHWkulexqiTUxnZ3QLXgLHd/SoXyZIs877txdiVfIjkl2hi9fWd4IjirSuwJzah6mKvMYI4jiEyAkiXqjJYEeL1ehh0HfPh3szH+J1bHG0BKBCAgNjEfT4LAeLwB4JMDfngDfO395IC6iKnmzlByPrWLHU/6ft5znzJMxNwJOVhQm5twced5NyaVnUwZIAfPc3GJQJ83gM1feAYIX2FhhNfJOx6phHizapxo7pT2cpdLmioF1aciCH0gTZABJKuTxIOSQqCEsYQXfy15m4z23QoLa2oXu7AmSYoczllidLFd1vSS7N1wiSENEK8ABPA9F48feHef9DulxXcmWUI8o81VVJ+KIPSBhCCDiJ8c+7zBGGdownhOHSHCLghobPchSRUHSeIFC6dJ0xX0+RgqS+yqzLCN7X4MHWyXNMvwnpH3e3pm0uXZcKjJZ6SERAnxjDZXUX0qgtAH2iYYSHSdpAllDsUmFUIbew77UZRnw8LTc+BQsb6VDAr9NxwZZUYBCAgJa1rMsHJmGd6FWkn4e/S7ES5iq5bKEhFXTc2BS8OWTm/fmVSYq6g+FUFoh96SFEGlMFKPNwBs/sIDpwj4VAgwXxwOYEKZ+vw9qcAlnky8qdYMK6UJaen0o57z/tPpf3L0OFOVgyiM3m1PlbmK6lMRhDZICEohWnyFCPV4VS6OPR5t+XtSgccPbPikPxLlFL8oKslVFI+S3EDp9j/RosnhzeCuhFSaq6g+FUGoh8xhKaayRMSC2lzMnZCDicNFKMzDR6SQfJdgiRDj+CinGFMTp2ASrwlRmhso3f4nWjQ5DCFNkt6QuYogzA+9hWnAJgjw+Bl2HdKvQjmhLwKA8cNFQxZHo4iPcmrp9GMbR62uRFocXg2YSwzVLEv3gq61xptRwi6ZqwjC3JAeIg1oye5LpIaJZSJEm01VjqBoRBswpSw1poro3EZhU5ZcokYgsRaHVyiITzYYZAzt7gCaOvxodwdU58FRihbHcMBYfyY9ncAJgtAX0gSlAbP7mWQzAkIC0LTRLgDaHdonDhex92jqNH59PsYtZOc6gLMqE2txeIWCPOfJfVS6K5on87kTIB0mn25/JoIg0gcJQWnACn4m2caIAhvKC+0YPzykAQJO1poKMqCy2IaWLmXJhkQbsONgak2euQ6BW8g+d4wLIwsTTwFKo5vMUtE8kfmp3xdMWL4iTLr9mQiCSB8kBKUBJYUka0pFNJLvkOFMGemMibBJpNVQii3F62pYKGmRKdcQRiqkXEl0k9kqmg+MlrJDEIS0aqkIgjAn9PanAZ5dtksEzhrtwIdfkgBkNPHmECWh4YnIdQDjhzrQwBGaridhoURpor5k1dWTmZfihQcrVDQnB2WCIBKRVkN4R0cHqqur0dzcHPls586dqKurQ3FxMZYvXw4W5Vip9pjZ4HHirBkiYss+H/kOpYBoc4geTut1o50oyFX2aoWLbsY7Yec6gNqRDsyscWHuhJyE34kPueZx5j6pNfJjfUMfNu3ux5a9Hmza3Y/1DX2RcPvolA7hNsQXSFVTIiIdDtTkoEwQRDxpE4KOHj2KefPmxQhAHo8H8+fPx5lnnon6+no0NjZi3bp1mo6ZFa0VqAntOGzAhGF2uEQhsgjr4bRe3+pTXMKhbnSoeGi8wLHwtDzUjnJGFu5E34kXSmyCgKoSaY1LVYkdrV181dXlhAelmic5wYsgCCJVpE0IWrRoERYtWhTz2caNG9Hd3Y1HHnkENTU1WLVqFX7/+99rOmZmwjWPplU4MH6YHeOH2nF6uYheLyMNUArwBYHdhwMxi7AeTuu9XgYB4Aqtz3UgRovDo62Q+06QMVkhuqlDPoeQXE2xMEo1TzyCF0EQRCpIm0/Q2rVrMWbMGNxxxx2RzxoaGjB9+nTk5eUBAKZOnYrGxkZNxxLh8Xjg8Zz0+XC73bremxxhH4zWLj/2dfhjHFT3HCENUDoIL8K1Ix26nK/fD1nH4pohdpxd5YxEo+kFjzarzwfI1Vfn9ePhdaIGYCoHaoIgiLRpgsaMGTPgM7fbjerq6sjfgiDAbrejq6tL9bFEPPDAAygsLIz8q6io0PHOpIk2Bew65NdU9JHQnz1HfMjTIXFerkNIavIMs/doABs+6ddd+9HrVRbKLwWvZoynRIQSB2qCIIhUYKroMFEU4XK5Yj7LyclBb2+v6mPFxcUDrrNixQrceeedkb/dbrchglB81I1cvhLCGIYPFnCIs/xFnw+oLRfR0KY+sis62iwclbTjgC/hOY3Io9OvYx4qJZmU5SKw1DhQEwRBGImphKCSkhLs3Lkz5rOenh44nU7VxxLhcrkGCE16o0eeGUIbAoDyIptizUJBjg2zx7oGPD+XHQgwwC9zumkVjgHmnM+PSGt79DQDuTgFF7sQup9kqMmkLFXRXKkDNUEQhNGYSgiqq6vD7373u8jfzc3N8Hg8KCkpUX0sHWjNM0NoY9xQOwpzbMh1AFv2Kdfo5DpCC3kirQaApP5cYepbfRC+yrMT/r6SPDrJ8vbwMsjJJ7hICUCA/pmUlWahJgiCMBpTzTazZs1Cd3c3nnnmGQDA6tWrMWfOHNjtdtXHUg0VR00/1aUOTChTl2gyvAgnE0TCmo66ShfOrkysaYyPdFJiBtIjfJwnWktOtHGJQEWxvu8PT34sKmFBEEQqMZUmSBRFrF27FosXL8by5csRCASwefNmTcdSDRVHTT99Pqb6OdSNdqK1KyCbJTnIGOpbpbVMYRMXr3nH3RdMmGVaqd8QT7SWXM94/DAkwzNvFmoeogVVlxgS7Pr9oGzQBEFwIzATplZua2tDfX09ZsyYgaFDh+pyTAq3243CwkJ0d3ejoKBAU9ubOvzYspdMYelkyldh7jsUlK0IL8IAJIWHcKRTuzuUX0iOuRNyMGSwgOfq+yQFDwEh7Uu/hMInzylgQW0u9+KerKp7ZbEduzjq0c2scaG61Jh9klaTn5zPHdUFI4jsQOv6bcoZory8HOXl5boeSxXk1Jl+lAg/YaZVOFBRbMf6hj7J74W1O0pMXEePy2teGKQFIEB5/a1k0VqHe4JcQpCRY1nKgVoOHp+7VFev14pWoZAgCHWYf3awGMPybXCKgJfy/1iKUKkLaadd4KQgoiTSSc+Qb6XnSiRsWNlBWanPnRWSLybT2JEmiyCMx3yzXCZgOgOjdSjKTc91e70M7Zyh9H0+pqhUhJ4aFT3OZWUHZaW+XmZPvkhlRAgivZAQpDOHe4LwUuUL1RyTtkaZglyHoEiQGJZvg1PG8uOyh+qISaGndoYnw7MZUaNVM2vyRR6tFm/9NoIg1GHOmc7CmHXCJeQZnm/DXgVmIkWRTjJKFSaEhCapjOJ6a2ekMjzz+Kikw49FjSbMrH56SvNHEQShPyQE6YxZJ9xUkucAzh3jQr8fcPcHNZWgSBUCQr4yPIVAoxd6uVIRwFfaQRmrhtcP5DgSZ6o20j8kkc8Qj49KuvxYePyZojGrbxNAZUQIwgyQEKQzw/JtyHMI6M3iiWtEgT2Sr6WyxIGiXBve3euRzVBsFC4RsoVqGYCjx5mqPDZykU5KFrvqUnmhykiSRV5FR1sBidMIpCIiiycHUjRm9W0CqIwIQZgBEoJ0xiYIGDdMWwFOq7O3I4C9HSHHqLDwMLFMxM6D6XHyrC4VsZsjJDwsrPBod5SgdLHTEj6uBR4flQ9aPBBkbHtGR2QlE1SjsUJ0lZWj9AgiUzDvDGFhCnJo0goT1g4MH5z63WyeU0BViR17j/IJX9HCip6CiFUWOx4flT4fIBf+mAo/lnhB1YoZo3m0WmbWZBFEJkBCkAGQ+nogh44bawtz2oEJw0QMK7DD89VC2O8LSjoaR6NVCJFyErbKYpfOfEZqSJfGTE/0LCNCEIRy6A0zgH6fefOSZCreAPDJQT/yOgKoG+3EsHwb1jfwly/RIoTwOAlbYbEzWz6jbEFv8ytBEPykf+bNMHgKaxJ8OGyAUnkybH6bOlLkiiByicD0KvV5cXgciaMFITMvdjxmu1wHIEDa8d8Mpj2rkQlaLYKwIjRT6QxVkdeHaRUOXHNGLlwqxfRPDvD5AZ1Z4VAtAKlJdhde7KpLRZQVmKucA08CyLMqXairtGa2aYIgiHhICNIZyumhD7lOG0SbDWMMqmIeRkuNNyXJ7qwCTyZpq2abJgiCiIdmK50hXwh9CPdjRbHIVfFcLTkanlemJrvjMduZ3bRHEATBAwlBOqM0oy0xkGifEqP7M8+pXhmaycnueHxUyI+FIAirQ+YwneHxq0glU0Y6MHWkuWTdymLpYRftU2Jkf2p14FVSSZ4gCIIwHzQ7G0B5kXm61etnKCsQMWm4OQShWTVOzB6Xq8inJJkPilbGDRHR0hlAuzugqlK3kkryBEEQhPkQGFMx+2cYbrcbhYWF6O7uRkFBgebzNR70mi5MPs8poDhHQJs7fU66FUU2XDA+N/J3fILBIYMFHD3OkvqYxH+/zxfEFs5kiNE4RQAslFsojJZ8PekqJkoQBJHtaF2/aYY2gB6P+eTKXi9Lu5/SKcMdMX9H+5S0dPqx4ROPpCAx0AfFDjCGLfv4Bc4xpTbs6xgoCGop/klOwgRBENbEPHabDCLfZd7FL10tc4lI6kQbTjgYL6SFBZOWzuTRYdVDnJhUxi+0tHVLa8Li8/rwYub8PwRBEERiSAgygPHDxbQJG3KkSxdUM0RMKBioSTgYz9DBdoicI9kjE21vtbw+BEEQhHpICDIA0WbDRAXaiVRjVyGhOTRGQjd3JnY+VpNwMMgY2t0BNHX40dDmxeYvPPDrKLdYLa8PQRAEoQ7zrtQWZ9poFwBgV7s/qfZFtCHp4i3AOK1NQMWJz650Is9pQ3OHD3uOBOR/EEdYkIk3iSlNOJjICZkXlyivCQKsmdeHIAiCUA5pggxk2mgXvjktF9MqHBhZYBugTZHSXhglAPGajeLJc9pQVmBXJUCFSSTwKEk4mMx3iJeQIEd5fQiCIIgQNNsbjGizYZDLhgPuIHzKFSi6+xap8dcNCwZBxtDapeImviKRwMObcHDIYEHWdygZTjswe6wLVaUOyutDEARBRCAhyGB4HH+lYAhVVJ9Z45LNtMyDLwDFldnDgsHhnmBMbh0lJNOw8CYcPHpcfYj/rKgEjFT8kyAIgghDM77B8Dj+ynHCyzChzI4PW9ULU9GMKeUrShqfp0eLw7CUhiUkmEAy4WBTh7oiqnnOgfWtePP6xCdnpNw/BEEQmQUJQQajR6TRvg4/RhXZdUt2WFEsYli+fYDQ4bABo4vtKCu0Y5DTFln0w8LAsT7lIVi8mZPlBBO1zsrJhC+54p+UBZogCCLzodncYJSanhLh8QPtnLlrHDbAJ/HVsFnKJghc2hC10VinDBNRWSIq0p5ICSZKq8lrLYOx+QvPgM+1ZJUmCIIgzAfN5AbS3OHD1mZ9TFi8TBrhQENb8jIS8RXa5bQhiYQBHipLRMlzKyXsOyTVntqRDhTk2jSZrniTN1YUU1ZogiAIq0NCkEHU7/egsV2dH0sihufbsFdGE5LnFDBlpANFuTbNphwtDt1GhZnz+A5pRUnyRj2FPIIgCCL1kBBkAM0dPi4BKM8p4MwKBz5o8Uom8Qs798ppQsJaHj0Kempx6DYyzNzoYqVKkzcSBEEQ1oWEIJ0JMoZ/t/BpUM6tdmJEYaimFq9ww6sJkTN1yaFmkU+V47DWe5NCSfJGgiAIwtqQEKQzh3uCXKUZAKD/q+8pEW6M1oSE4V3kHTbgrCpnTDSZleFxwKas0gRBEJkBCUE6o0SDEi1oKBFujNSEhBmWb+OqteULAoO+KqmRCfA4YFNWaYIgiMyAtrM6w6tBcYkYoE0ICzfVpaHIqnQutDZBwJhSPhk50/xjKKs0QRBEdkCzuc7w5rM5u9L82oSKYr7M0pnoH5MqsyNBEASRPkgTpDM8tbAmlYmoKnWkqEXq4S1umqn+MWbSzBEEQRD6k5mrV5pJZk5xicCsGiemjXalqWXK4C1uSsIBQRAEYUUySgjauXMn6urqUFxcjOXLl4Ox9PmqVJaIWFCbi7kTcjCzxoW5E3Jwzel5ltAARUP+MQRBEESmkjFCkMfjwfz583HmmWeivr4ejY2NWLduXVrblCnmlEQC3YLaXBKACIIgCEuTMULQxo0b0d3djUceeQQ1NTVYtWoVfv/736e7WRlDpgh0BEEQBBEmY7byDQ0NmD59OvLy8gAAU6dORWNjY8LvejweeDwn88C43e6UtJEgCIIgCPOQMZogt9uN6urqyN+CIMBut6Orq2vAdx944AEUFhZG/lVUVKSyqQRBEARBmICMEYJEUYTLFRt1lZOTg97e3gHfXbFiBbq7uyP/WltbU9VMgiAIgiBMQsaYw0pKSrBz586Yz3p6euB0DgzxdrlcAwQmgiAIgiCyi4zRBNXV1WHr1q2Rv5ubm+HxeFBSUpLGVhEEQRAEYVYyRgiaNWsWuru78cwzzwAAVq9ejTlz5sBuz4zCngRBEARB6EvGmMNEUcTatWuxePFiLF++HIFAAJs3b053swiCIAiCMCkZIwQBwFVXXYXPP/8c9fX1mDFjBoYOHZruJhEEQRAEYVIySggCgPLycpSXl6e7GQRBEARBmJyME4LUEK4xRkkTCYIgCMI6hNdttbVCSQhCKJQeACVNJAiCIAgL0tPTg8LCQsW/E1g6S62bhGAwiAMHDiA/Px+CTjWx3G43Kioq0NraioKCAl3OmQ1Qv6mH+k4d1G/qoH5TD/WdOhL1G2MMPT09GDlyJGw25QHvpAkCYLPZMGrUKEPOXVBQQINcBdRv6qG+Uwf1mzqo39RDfaeO+H5TowEKkzF5ggiCIAiCIJRAQhBBEARBEFkJCUEG4XK5sHLlSqpRphDqN/VQ36mD+k0d1G/qob5ThxH9Ro7RBEEQBEFkJaQJIgiCIAgiKyEhiCAIgiCIrISEIIIgCIIgTEFHRwf+9a9/4ejRoym5HglBBrBz507U1dWhuLgYy5cvV53OOxu47bbbIAhC5N/YsWMBUB8moqOjA9XV1Whubo58JtVP1IcnSdR3ycYeQH0HAC+99BLGjBkDURRx9tlnY9euXQBozMmRrN9ovMnz/PPPY+zYsbj11lsxevRoPP/88wCMHXMkBOmMx+PB/PnzceaZZ6K+vh6NjY1Yt25duptlWj788EP87W9/Q1dXF7q6uvDxxx9THybg6NGjmDdvXswiLtVP1IcnSdR3QOKxB1DfAcDevXuxdOlSrF69Gm1tbaisrMRNN91EY06GZP0G0HiT49ixY7jtttuwZcsWfPzxx/jNb36Du+++2/gxxwhdefHFF1lxcTE7ceIEY4yx7du3s3PPPTfNrTInPp+P5efns56enpjPqQ8HcuGFF7JHH32UAWBNTU2MMel+oj48SaK+Szb2GKO+Y4yxV155hT3xxBORv9966y3mdDppzMmQrN9ovMmzf/9+9sc//jHyd0NDA8vPzzd8zJEmSGcaGhowffp05OXlAQCmTp2KxsbGNLfKnOzYsQOMMZx22mnIzc3FJZdcgv3791MfJmDt2rW4/fbbYz6T6ifqw5Mk6rtkYw+gvgOAefPm4Tvf+U7k788++wxjx46lMSdDsn6j8SZPRUUFrrvuOgCAz+fDww8/jAULFhg+5kgI0hm3243q6urI34IgwG63o6urK42tMieNjY2YPHkynnvuOTQ2NsLhcGDZsmXUhwkYM2bMgM+k+on68CSJ+i7Z2APoHY7H6/Xi4Ycfxve+9z0acwqI7jcab/w0NDRg+PDh2LRpEx599FHDxxwJQTojiuKAbJY5OTno7e1NU4vMy3XXXYetW7eirq4O1dXVeOyxx7Bp0yYEg0HqQw6kxhqNQ2mSjT232019F8e9996LwYMH45ZbbqExp4DofqPxxs/UqVPx5ptvYvLkyVi6dKnhY46EIJ0pKSnBkSNHYj7r6emB0+lMU4usQ1FREYLBIMrKyqgPOZAaazQOlREeewcPHqS+i+L111/HmjVr8Oyzz8LhcNCY4yS+3+Kh8ZYcQRBw+umnY926dXjppZcMH3MkBOlMXV0dtm7dGvm7ubkZHo8HJSUlaWyVObnzzjvxwgsvRP7etm0bbDYbpkyZQn3IgdRYo3EoTbKxV1FRQX33Ffv27cN1112HJ554ApMmTQJAY46HRP1G402et956C8uXL4/8LYoiAGDChAnGjjk9vLqJk/h8PjZ06FD29NNPM8YYW7ZsGZs3b16aW2VOnn76aTZ27Fi2efNm9uabb7IJEyawG2+8kfpQAsRFOCXrJ+rDgUT3XbKxxxj1HWOM9fb2sokTJ7Kbb76Z9fT0RP55vV4acxIk67d169bReJOhra2N5efns9/85jds//79bMmSJeziiy82fJ4jIcgAXnzxRZabm8uGDRvGSktL2c6dO9PdJNPy4x//mBUVFbGKigr2gx/8gB0/fpwxRn2YjOiFnDHpfqI+jCW+75KNPcao71588UUGYMC/pqYmGnMSSPUbjTd5XnvtNTZx4kSWn5/Pvv71r7PDhw8zxoyd56iKvEG0tbWhvr4eM2bMwNChQ9PdHEtCfciHVD9RH6qH+i45NOb0h/pNGqPGHAlBBEEQBEFkJeQYTRAEQRBEVkJCEEEQBEEQWQkJQQRBEARBZCUkBBEEQRAEkZWQEEQQhK68/PLL2L59e7qbQXzFY489ho6OjnQ3gyBMCQlBBEHoxqeffoq7774bZWVl6W4K8RVFRUX4xje+gWAwmO6mEITpICGIIDKMY8eO4etf/zoGDRqEM844A/X19QCAf/7znxAEAYIgwOFwYMqUKfjHP/4h+zslfPe738XatWsjQpAe59SDdevWRe7d5XLh7LPPNrwtO3bsQF1dHfLz8zF//nwcPnx4QJvOP//8pO1Ndkzp97/1rW+hqqoKzzzzDPf5CCJbICGIIDKMpUuX4sSJE9i+fTtuuukmXHHFFejr6wMAFBQUoKurC/v378cPfvADfP3rX8eBAwdkf8fDm2++idLSUsycOZOrLVqoqqrCP//5T0W/OfXUU9HV1YW9e/fisssuw5VXXmlYpe4TJ07g0ksvxUUXXYRPPvkEpaWluOWWW7h/v3jxYrz66qu6tWfVqlV48MEHdTsfQWQKJAQRRAbR1NSEl156CU8++STGjRuH733ve3A4HHjrrbcAhCo0FxUVYcSIEbj55ptRVVWFzZs3y/6Oh/Xr1+Nb3/oWd1tSjd1uR1FREUaNGoWVK1eip6cHDQ0NhlzrhRdeQH5+PlatWoXq6mqsXLkSL730Ek6cOMH1e6fTicGDB+vWnuHDh6OmpgYffvihbuckiEyAhCCCyCDee+89jBkzBiNGjIh8duutt6KwsDDh90VRhM/nU/y7RDQ0NODss8/mbsvOnTtx3nnnobCwEJdddhm+/PLLyPc2bdqEiRMnIi8vD+eeey727t0LALjkkksgCAJaWlpwwQUXQBAErF69mruN0djtdvh8PgDAa6+9hilTpqCoqAg33XQTPB5P5HtVVVV444038JOf/ARlZWVcgtN7772Hc889N/J3RUUFli1bxi0EJTNvPffccxg3bhwKCwuxaNEidHd3D/jOoUOHUF1djaeeeirm8+nTpxsm9BGEVSEhiCAyiLa2NgwfPjzms//8z//EeeedN+C7r7/+Oj777DOce+65in6XjCNHjmDYsGFcbTl+/Djmzp0bMRdVVFTgyiuvjDjvLlmyBP/xH/+BPXv24NRTT8W9994LAPjrX/+Krq4uVFRU4JVXXkFXVxd++MMfcrcRAILBIJ5++mkAQG1tLfbu3Ysrr7wSP/zhD/Hhhx/iww8/xEMPPRTzm5/+9Kc4cOAAnnvuOdTU1MheI/7eRVHEmjVrYvpHKe+//z5uvvlmPPLII2hoaMChQ4ewcuXKmO/09vZi3rx5uOmmm7B06dKYY0OHDh3gl0QQ2Y6Y7gYQBKEfPp8Pdrs96fHu7m4UFRWhv78fOTk5ePzxx1FTUyP7Ox4GDx6Mnp4elJaWyrbllVdeQX5+fmQR/9WvfoWhQ4figw8+wPTp05GbmwuPx4PCwkKsWbMmIhwNGjQIAGCz2TB48GAUFRVxt2/Hjh0oKipCb28vSktL8ac//QmFhYX49a9/jdNPPx033ngjAOA73/kOfv/730cELwAoLCzEunXruK+lR3/G89RTT+H666/H/PnzAQBr1qyJ+HMBIeHum9/8Jjo6OnDPPfcM+H1PT4+uJjaCyARIE0QQGURRURG6urpiPpsxYwaeeOIJAEB+fj62b9+OvXv3oqurC9/+9re5fsdDZWUl9u3bx9WW1tZWVFdXRz53uVwYOXIkWltbAYTMPv/85z8xYsQInHfeefjoo4+425GMU045Bdu3b8f+/ftx8OBBXHbZZQBCWpuPPvoIRUVFKCoqwl133YX9+/fH/Pa2225TdK34e/f5fBAEAbt27VLd/i+//BJVVVUx93PBBRdE/n733XcRDAaRl5eHl156acDv9+3bh8rKStXXJ4hMhIQggsggTj/9dOzZswdutzvyWVNTE0aPHg0gpEGpqqpCeXk5BEHg/h0Pl1xyCV5++WWuc44ePRpNTU2Rz/v7+3HgwAGMHj0aJ06cwIkTJ/D666+js7MTM2fOjGhpwthsNjDGuNsGhJyNq6qqBuQwGjVqFK644gps374d27dvR0NDA15//fWY74Q1ULycfvrp2LZtW+TvvXv3QhAEjBo1StF5oqmoqIjps7fffhuXXnpp5O+amhq88MILuO+++7BixQoEAoHIMcYY3nzzTXzta19TfX2CyERICCKIDGLGjBmYPHkybrnlFuzbtw//3//3/8Hn88nmnFH7u2iuueYavPDCC+js7JQ957x589DT04P7778fLS0tuP322zFu3DjU1dUhGAzi8ssvxx//+EccPXoUNpttQKK/sWPH4rXXXsPBgwfx5ptvKu2mGL75zW9iy5Yt+PzzzwEA//M//zPAn0YpN9xwAz799FM89NBDaGpqwooVKzB37lzk5+erPufSpUvxxz/+Ea+++iqamprwwAMPxAip5eXlyM3NxcKFC+FyuWIco59++mnMnj1bsTBHEBkPIwgio/jyyy/ZpZdeynJyctgZZ5zBPvjgA8YYY2+//TYrLCxU/Dsl/OY3v2HXXHMNCwaDsuf85JNP2IwZM1h+fj675JJLWGtra+TYn//8ZzZhwgSWk5PDTj31VLZ58+aY6zQ0NLCpU6cyl8vFZs6cKduup556itXW1iY9vnHjRnbqqaeyvLw8dsEFF7A9e/ZEjlVWVrK3336bswdO8s4777ApU6awQYMGsSuuuIK1t7cPaNPs2bOTtjfRsWeffZaNHTuWFRUVseuvv551d3cn/P5LL73EysvLWW9vL2tqamLjx48fcH2CIBgTGFOoUyYIgpDgxhtvxKJFizB37tx0N4VAKNLu+uuvx0UXXZTuphCE6SAhiCAIXQkEArpHRhHqoedBEMkhIYggCIIgiKyEHKMJgiAIgshKSAgiCIIgCCIrISGIIAiCIIishIQggiAIgiCyEhKCCIIgCILISkgIIgiCIAgiKyEhiCAIgiCIrISEIIIgCIIgshISggiCIAiCyEr+fydULheZ5iQsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPC与门店营业额的相关性: 0.6471369089313148\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "Input contains NaN, infinity or a value too large for dtype('float64').",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_2520\\3213333499.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     24\u001b[0m \u001b[1;31m# 创建线性回归模型\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     25\u001b[0m \u001b[0mmodel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mLinearRegression\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 26\u001b[1;33m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     27\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     28\u001b[0m \u001b[1;31m# 预测\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\python\\Anaconda\\lib\\site-packages\\sklearn\\linear_model\\_base.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[0;32m    660\u001b[0m         \u001b[0maccept_sparse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpositive\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m\"csr\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"csc\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"coo\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    661\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 662\u001b[1;33m         X, y = self._validate_data(\n\u001b[0m\u001b[0;32m    663\u001b[0m             \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccept_sparse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maccept_sparse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my_numeric\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmulti_output\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    664\u001b[0m         )\n",
      "\u001b[1;32mD:\\python\\Anaconda\\lib\\site-packages\\sklearn\\base.py\u001b[0m in \u001b[0;36m_validate_data\u001b[1;34m(self, X, y, reset, validate_separately, **check_params)\u001b[0m\n\u001b[0;32m    579\u001b[0m                 \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcheck_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mcheck_y_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    580\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 581\u001b[1;33m                 \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcheck_X_y\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mcheck_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    582\u001b[0m             \u001b[0mout\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    583\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\python\\Anaconda\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36mcheck_X_y\u001b[1;34m(X, y, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, multi_output, ensure_min_samples, ensure_min_features, y_numeric, estimator)\u001b[0m\n\u001b[0;32m    962\u001b[0m         \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"y cannot be None\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    963\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 964\u001b[1;33m     X = check_array(\n\u001b[0m\u001b[0;32m    965\u001b[0m         \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    966\u001b[0m         \u001b[0maccept_sparse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maccept_sparse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\python\\Anaconda\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[1;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator)\u001b[0m\n\u001b[0;32m    798\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    799\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mforce_all_finite\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 800\u001b[1;33m             \u001b[0m_assert_all_finite\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mallow_nan\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mforce_all_finite\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"allow-nan\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    801\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    802\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mensure_min_samples\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\python\\Anaconda\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36m_assert_all_finite\u001b[1;34m(X, allow_nan, msg_dtype)\u001b[0m\n\u001b[0;32m    112\u001b[0m         ):\n\u001b[0;32m    113\u001b[0m             \u001b[0mtype_err\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"infinity\"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mallow_nan\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m\"NaN, infinity\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 114\u001b[1;33m             raise ValueError(\n\u001b[0m\u001b[0;32m    115\u001b[0m                 msg_err.format(\n\u001b[0;32m    116\u001b[0m                     \u001b[0mtype_err\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmsg_dtype\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mmsg_dtype\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Input contains NaN, infinity or a value too large for dtype('float64')."
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# 分析CPC与门店营业额的关系\n",
    "# 假设'CPC'列是每次点击成本，'Revenue'列是门店营业额\n",
    "plt.scatter(df1['cpc访问量'], df1['门店营业额'])\n",
    "plt.xlabel('CPC (Cost Per Click)')\n",
    "plt.ylabel('Revenue (Store Sales)')\n",
    "plt.title('CPC vs Store Revenue')\n",
    "plt.show()\n",
    "\n",
    "# 计算相关性\n",
    "correlation = df1['cpc访问量'].corr(df1['门店营业额'])\n",
    "print(f\"CPC与门店营业额的相关性: {correlation}\")\n",
    "\n",
    "# 进行更深入的分析，例如线性回归\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# 准备数据\n",
    "X = df1[['cpc访问量']]  # 特征变量\n",
    "y = df1['门店营业额']  # 目标变量\n",
    "\n",
    "# 创建线性回归模型\n",
    "model = LinearRegression()\n",
    "model.fit(X, y)\n",
    "\n",
    "# 预测\n",
    "predictions = model.predict(X)\n",
    "\n",
    "# 可视化\n",
    "plt.scatter(X, y, color='black', label='Actual data')\n",
    "plt.plot(X, predictions, color='blue', linewidth=3, label='Prediction line')\n",
    "plt.xlabel('CPC (Cost Per Click)')\n",
    "plt.ylabel('Revenue (Store Sales)')\n",
    "plt.title('Linear Regression of CPC on Store Revenue')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# 输出模型的系数和截距\n",
    "print(f\"Coefficients: {model.coef_}\")\n",
    "print(f\"Intercept: {model.intercept_}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bb4a322e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "\n",
    "\n",
    "# 假设'CPC_Single'列是单次点击费用，'CPC_Total'列是总费用，'CPC_Impressions'列是曝光量，'CPC_Clicks'列是访问量，'Revenue'列是门店营业额\n",
    "# 准备数据\n",
    "X = df1[['cpc单次点击费用', 'cpc总费用', 'cpc曝光量', 'cpc访问量']]  # 特征变量\n",
    "y = df1['门店营业额']  # 目标变量\n",
    "\n",
    "# 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# 创建线性回归模型\n",
    "model = LinearRegression()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# 预测测试集的结果\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# 评估模型\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "print(f\"Mean Squared Error: {mse}\")\n",
    "print(f\"R-squared: {r2}\")\n",
    "\n",
    "# 可视化实际值与预测值\n",
    "plt.scatter(y_test, y_pred, color='blue', label='Predictions')\n",
    "plt.xlabel('Actual Revenue')\n",
    "plt.ylabel('Predicted Revenue')\n",
    "plt.title('Actual vs Predicted Revenue')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# 输出模型的系数和截距\n",
    "print(f\"Coefficients: {model.coef_}\")\n",
    "print(f\"Intercept: {model.intercept_}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38800e27",
   "metadata": {},
   "outputs": [],
   "source": []
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